{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TempEstimator_VolveProject.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyN4irSy+7wsiKowf0OFv4X+"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "wxaJH6gAgAHX"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4qFkYZUfh0lD"
      },
      "source": [
        "df = pd.read_csv('https://raw.githubusercontent.com/Divyanshu-ISM/Machine-Learning-Deep-Learning/main/Volve%20P-12_DatesCorrected.csv',\n",
        "                 index_col=0, parse_dates=True)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "AV5PPPHNiGde",
        "outputId": "296ba561-8c85-4191-fe09-3d74ae8b7d05"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>onstreaminject_HRS</th>\n",
              "      <th>BORE_WI_VOL</th>\n",
              "      <th>ON_STREAM_HRS</th>\n",
              "      <th>AVG_DOWNHOLE_PRESSURE</th>\n",
              "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
              "      <th>AVG_DP_TUBING</th>\n",
              "      <th>AVG_ANNULUS_PRESS</th>\n",
              "      <th>AVG_CHOKE_SIZE_P in percentage</th>\n",
              "      <th>AVG_WHP_P</th>\n",
              "      <th>AVG_WHT_P</th>\n",
              "      <th>DP_CHOKE_SIZE</th>\n",
              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>BORE_GAS_VOL</th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2007-01-09</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-10</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-11</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-12</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-13</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            onstreaminject_HRS  BORE_WI_VOL  ...  BORE_GAS_VOL  BORE_WAT_VOL\n",
              "2007-01-09                 0.0            0  ...           0.0           0.0\n",
              "2007-01-10                 0.0            0  ...           0.0           0.0\n",
              "2007-01-11                 0.0            0  ...           0.0           0.0\n",
              "2007-01-12                 0.0            0  ...           0.0           0.0\n",
              "2007-01-13                 0.0            0  ...           0.0           0.0\n",
              "\n",
              "[5 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GZz9jJr-iIBa",
        "outputId": "1d19a6da-616e-44b8-8775-68fabbbc824d"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['onstreaminject_HRS', 'BORE_WI_VOL', 'ON_STREAM_HRS',\n",
              "       'AVG_DOWNHOLE_PRESSURE', 'AVG_DOWNHOLE_TEMPERATURE', 'AVG_DP_TUBING',\n",
              "       'AVG_ANNULUS_PRESS', 'AVG_CHOKE_SIZE_P in percentage', 'AVG_WHP_P',\n",
              "       'AVG_WHT_P', 'DP_CHOKE_SIZE', 'BORE_OIL_VOL', 'BORE_GAS_VOL',\n",
              "       'BORE_WAT_VOL'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "id": "8cBAxqpXiQEn",
        "outputId": "c989441d-ec29-4f38-be12-99f99ed97b97"
      },
      "source": [
        "df.corr()['AVG_DOWNHOLE_TEMPERATURE'].sort_values().plot(kind='bar')"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fd096fdf150>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1CWYDz5KiZAM",
        "outputId": "3b4bbc30-e677-4fb8-991b-934269b157aa"
      },
      "source": [
        "df.corr()['AVG_DOWNHOLE_TEMPERATURE'].sort_values()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "BORE_WAT_VOL                     -0.456028\n",
              "AVG_CHOKE_SIZE_P in percentage   -0.220456\n",
              "onstreaminject_HRS                0.012351\n",
              "AVG_ANNULUS_PRESS                 0.050419\n",
              "AVG_WHT_P                         0.077749\n",
              "ON_STREAM_HRS                     0.165454\n",
              "BORE_WI_VOL                       0.221163\n",
              "DP_CHOKE_SIZE                     0.556476\n",
              "AVG_WHP_P                         0.600172\n",
              "BORE_GAS_VOL                      0.845233\n",
              "BORE_OIL_VOL                      0.850241\n",
              "AVG_DP_TUBING                     0.952678\n",
              "AVG_DOWNHOLE_PRESSURE             0.995501\n",
              "AVG_DOWNHOLE_TEMPERATURE          1.000000\n",
              "Name: AVG_DOWNHOLE_TEMPERATURE, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nKMzqO35jKQ_"
      },
      "source": [
        "df = df[['BORE_WAT_VOL','DP_CHOKE_SIZE', 'AVG_WHP_P' , 'AVG_DP_TUBING' , 'BORE_OIL_VOL' , 'BORE_OIL_VOL' ,'AVG_DOWNHOLE_TEMPERATURE']]"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        },
        "id": "paeGv6oHkVta",
        "outputId": "44975a02-29ed-493d-c49c-c40e4bb23525"
      },
      "source": [
        "df.head(2)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>BORE_WAT_VOL</th>\n",
              "      <th>DP_CHOKE_SIZE</th>\n",
              "      <th>AVG_WHP_P</th>\n",
              "      <th>AVG_DP_TUBING</th>\n",
              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>BORE_OIL_VOL</th>\n",
              "      <th>AVG_DOWNHOLE_TEMPERATURE</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2007-01-09</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2007-01-10</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            BORE_WAT_VOL  DP_CHOKE_SIZE  ...  BORE_OIL_VOL  AVG_DOWNHOLE_TEMPERATURE\n",
              "2007-01-09           0.0            0.0  ...           0.0                       0.0\n",
              "2007-01-10           0.0            0.0  ...           0.0                       0.0\n",
              "\n",
              "[2 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M7lU_DVqkXHA"
      },
      "source": [
        "# sns.heatmap(df.isnull())"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 647
        },
        "id": "AtGAgb6fklFT",
        "outputId": "b862c24a-2c27-458a-b7a7-6ee0e6eee763"
      },
      "source": [
        "df.plot(figsize=(12,12) , subplots=True);"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x864 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MEzZPj4jk7aS"
      },
      "source": [
        "df = df[df.index.year <2010]"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        },
        "id": "TIzBYQ2zlLtJ",
        "outputId": "f786b3fb-096f-403e-e3a2-f3b2f597f45a"
      },
      "source": [
        "df.plot(figsize=(12,12) , subplots=True);"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x864 with 7 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aJ8_h_LRlcRl"
      },
      "source": [
        "out = 'AVG_DOWNHOLE_TEMPERATURE'"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mWQIY3akluux"
      },
      "source": [
        "df_train = df.iloc[:1000,:]\n",
        "df_test = df.iloc[1000:,:]"
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9fsgbsxcmJT_"
      },
      "source": [
        "X_train = df_train.drop(out, axis=1) ; y_train = df_train[out]\n",
        "X_test = df_test.drop(out , axis=1) ; y_test = df_test[out]"
      ],
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nmcSljQEnu7Q",
        "outputId": "8f89e0e1-eafe-4990-ed4b-9e6fe53c2d9b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_train"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2007-01-09      0.000\n",
              "2007-01-10      0.000\n",
              "2007-01-11      0.000\n",
              "2007-01-12      0.000\n",
              "2007-01-13      0.000\n",
              "               ...   \n",
              "2009-09-30    107.313\n",
              "2009-10-01    107.312\n",
              "2009-10-02    107.312\n",
              "2009-10-03    107.310\n",
              "2009-10-04    107.311\n",
              "Name: AVG_DOWNHOLE_TEMPERATURE, Length: 1000, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OQclAFyenb-2",
        "outputId": "4dd7ce26-6c71-4d88-b57c-f6ba3ad4a8ac",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train.shape , y_train.shape"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((1000, 6), (1000,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KrVXK2mImkOo"
      },
      "source": [
        "from sklearn.preprocessing import StandardScaler"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GNMNyGzfmwhM"
      },
      "source": [
        "S = StandardScaler()"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lI-knY7Hmy4f"
      },
      "source": [
        "X_train_scaled = S.fit_transform(X_train) \n",
        "X_test_scaled = S.transform(X_test)"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pN-GIhghm5ae"
      },
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.ensemble import RandomForestRegressor"
      ],
      "execution_count": 71,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I121ZzfMnCYU"
      },
      "source": [
        "# model = LinearRegression()\n",
        "model = RandomForestRegressor(n_estimators=200)"
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tgR8lf6dnE4s",
        "outputId": "a0972df1-d5a9-4f1b-d5db-c612ae8f725c"
      },
      "source": [
        "model.fit(X_train_scaled, y_train)"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "RandomForestRegressor(bootstrap=True, ccp_alpha=0.0, criterion='mse',\n",
              "                      max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
              "                      max_samples=None, min_impurity_decrease=0.0,\n",
              "                      min_impurity_split=None, min_samples_leaf=1,\n",
              "                      min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
              "                      n_estimators=200, n_jobs=None, oob_score=False,\n",
              "                      random_state=None, verbose=0, warm_start=False)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 82
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MAuVV-dVnHWO"
      },
      "source": [
        "yp_train = model.predict(X_train_scaled)\n",
        "yp_test = model.predict(X_test_scaled)"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BPjQ956JoU1P",
        "outputId": "6e500bd4-5e90-4189-df9f-da6b51e39202",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        }
      },
      "source": [
        "plt.figure(figsize=(16,6), dpi=100)\n",
        "plt.style.use('seaborn')\n",
        "\n",
        "plt.scatter(y_train.index , y_train , color='black', alpha=0.5, s=15)\n",
        "plt.plot(y_train.index, yp_train , label='Model Predictions (Training)')\n",
        "\n",
        "plt.scatter(y_test.index, y_test , color='red', alpha=0.5, s=15)\n",
        "plt.plot(y_test.index, yp_test, color='black',label='Model Predictions (Validation)')\n",
        "\n",
        "plt.axvline(y_test.index[0] , color='brown')\n",
        "\n",
        "\n",
        "plt.ylabel('Average Downhole Temperature')\n",
        "plt.xlabel('Date')\n",
        "\n",
        "plt.legend()\n",
        "plt.ylim(70,120)\n",
        "plt.xlim(y_train.index[150] , y_test.index[-1])"
      ],
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(732835.0, 733772.0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 105
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABSAAAAIJCAYAAAC1EZNhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5wV5dnG8d/MqdsLS9ulN5EiQRRwIShIFSUooGCLiUaNRqOGRI0FDKgvakQ0lqCxYKw0RUQQFAQlxliQJoq0pbft5+yeMjPvHwtHVhZYyrKwXN9PPtGZeWbmnrl30Vx5ZsZwHMdBREREREREREREpAqY1V2AiIiIiIiIiIiI1FwKIEVERERERERERKTKKIAUERERERERERGRKqMAUkRERERERERERKqMAkgRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkylR7ALlo0SKys7O5/fbb99v24YcfMmjQIDp27Ei/fv14++23y22fNGkS/fr148wzz2TEiBEsX778eJUtIiIiIiIiIiIileCuzpM///zzTJkyhcaNG++3benSpYwcOZLHH3+c8847j88++4ybb76ZZs2acdZZZ/Hxxx/z1FNP8cILL3DaaacxadIkbrzxRj788EPi4+Or4WpERERERERERETk56p1BqTP5ztgAJmfn88NN9xA7969cbvdnHvuubRq1Yovv/wSgLfeeotLLrmEDh064Pf7ue666wCYP3/+cb0GERERERERERERObBqDSCvvvpqkpKSKtzWo0cPbr755thyNBpl586d1K1bF4AVK1bQpk2b2HbTNDn99NNZtmxZ1RYtIiIiIiIiIiIilVbt74CsrMcee4z4+HguuOACoGyGZEpKSrkxKSkp5OXlVfqYjuMc0xpFRERERERERKRiu5Yu5fW2bXm9bVt2LV1a3eXIcVSt74CsDMdxeOyxx5g5cyaTJk3C5/OV23Y0cnMDmKZxtCUeFpfLJDk5jsLCEizLPq7nluNHfa751OOaTz2u2dTfU4P6fGpQn2su9bZmU39PDT/vc1FhSWxbUWEJrrxANVYnx0paWsIhx5zQAaRt29x9990sXbqUN954g4YNG8a2paWlkZ+fX258fn4+LVu2PIzjO9h29cyCtCybaFR/yNZ06nPNpx7XfOpxzab+nhrU51OD+lxzqbc1m/p7atjb533DZvX+1HJCP4L90EMPsXr16v3CR4B27dqxYsWK2LJlWaxcuZIOHToc7zJFRERERERERETkAE7YAPKrr75ixowZTJw4kdTU1P22jxgxgnfeeYclS5ZQUlLCs88+i9fr5bzzzjv+xYqIiIiIiIiIiEiFqvUR7Pbt2wNlX7gGmDdvHgDLli1j6tSpFBUV0bNnz3L7nH322bz44ov06NGDO+64g9tuu43du3fTvn17Jk6ciN/vP74XISIiIiIiIiIiIgdUrQHksmXLDrjtoYce4qGHHjro/pdffjmXX375sS5LREREREREREREjpET9hFsEREREREREREROfkpgBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAFBERERERERERkSqjAFIqZcOG9XTvfhZbt2455NhZs95j0KB+x6Gqgxs0qB+zZr0HwIgRl/Dee+8c9jGOdL9jYdGiBVxxxVBKS0uP+bGXLPmaXr2yCYfDhxw7e/b7DB160TE55yWXDCQ/P/+ojyUiIiIiIiIiJw93dRcgx87QoReRn5/HjBkfEh8fX27bW2+9xlNPjeevfx3FBRccfZh0pLZu3cKwYYPweDwYhgFAYmISZ5zxC26++Y/Ur59ZJed9441plRq3efMmfvhhFT179j6s/Y613bt38fDDY3jssQksWPARjzzyIACO4xCJRMrdv6uv/i3XXHPdYR3/F784k48/Xlypsf37D6R//4GHdwEHOGePHj0ZN24sDz/82FEfT0RERERERERODgoga5i4uHgWLVpAv34XlFs/d+4cUlPTqqmq/b388hs0btwEgLy8XJ544jH+8pfbePnlN3C5XNVW1yefzOf771fGAsjq8vrrr3L66W1p06Ydbdq0iwWAewPcfe/fyeTKK6/h0ksH8f33qzjttNbVXY6IiIiIiIiIHAcKICspWBpla27gqI/jdpkkFYYoKiolatkHHVs/PYF4/+G16JxzujFnzgflAshNmzZSUJBPkyZNy419552pTJ78Btu2baVu3Xpce+0NnH9+X6AsFBw7djRLly6hbt16XHHF1eX23bZtK+PHP8Ly5UuxLJtu3X7JHXf8hYSExMOqFyAtLZ0//OE2Lr74AnJyNtC0aTO6dz+LW265nddfn8TQoSO46qpr+Oqr/zFx4jOsXbuGhIQEBg8eEpv5F41Geeqpx5k7dw5er5drr72h3DmGDr2IK6/8NYMHD8WyLCZOfIYPPphJOBzm7LO78Oc/383MmTN47rmnAFi0KJu5cxdx2WWDY/vZts2kSS/ywQcz2blzJ02aNOGmm/7IWWd1jp3j17++loUL57NkyddkZGQwcuRddOrUBdu2efrpCcybN5tAIEBWVkNuuulWunQ5Z7/7EY1GmTnzHf7611GVvocPPjgal8sV6/Wrr77N5s2b+Pvfx7Fq1UoAzj67CyNH3k1SUhJff/0lt956Ix999Bk+n4/u3c/iwQcf4c03X2P16u/JzMzi3nsfoFWr1sya9R7PPfcPZsyYEwtAx4//B8888yQbN+bQokUrRo0aG5u9+vLLL/Dmm6/hdru5+urfsHjxp7Rv34Frr72BjIwMsrN/yTvvTOXOO+857J8VERERERERETn5KICshGBplL88u5hgKHpczxvvc/PI77MPK4Ts1q0HY8bcR27ubtLTawEwd+5szjvvfL77bkVs3KefLuTZZ5/kkUeeoG3b9nzyycf87W/30aRJM5o3b8GECX8nFCpl6tSZhEKlPPDAvbF9Hcfhrrv+RPv2HZg69WFKSoKMHn0P//jHhCMOlaw9YazL9dNrSRct+oSXXnqdtLR0duzYzl13/Yk77vgLffsOYP36dfzpT7eQmdmAvn378/77M5g//yOeeeYF6tatx9NPP0FRUWGF55o69S0WLpzPP//5EikpqYwadTfjxz/KqFFjWbduDeFwiAceeHi//aZNe5sZM6bz6KMTaNSoMVOmvMXdd4/k7bffIS0tHYA33niVe+99gNNPP50nnniE8eMf49//nsy8eR/y5Zdf8Morb5GUlMTs2e8zduwopk+fhdtdvr+rVq0kGAzSsWOnw7qHn376CXffPYrs7O4AjBs3lnr16vPuu2Wh5x133MzLL7/ALbfcXuH+r702iXvvHU2dOvX461//zMSJz/DYY09WOHby5Dd59NEJeL1ebrnlRl57bRIjR97FJ5/MZ9Kklxg//h+0atWaJ598nO+/X0X79h1i+3bs2Im33379sK5NRERERERERE5e+ghNDZOUlETnzufw0UdzY+vmzZtD3779y417//136dOnPx06dMTtdnP++X1p1eo0Fiz4CCj7AMrw4VeSnJxM7dp1GDr0sti+q1atZN26Ndx00634/X7S0tL57W+v58MPZ+E4zmHXnJu7m2efnUCrVq1p0KBRbH3Pnr1JT6+FYRjMmzeHpk2bMWDAhbhcLpo3b8HgwUOYM2cWAAsXLqBPn/40adKUuLg4rrvu90SjFQfG77//HoMHD6F+/Uzi4+O57bY/06dP/wrH7mvmzBlccskwmjdvgcfjYcSIK/H7/Sxe/GlsTLduPWjTph0ej4d+/fqxcWMOtm1TXFyEy+XC7/fjcrkYOHAQ7747e7/wEWDdurXUrl2H5OSUw7qP9epl0q3bL2Pvhnz00Sf405/uwuPxkJqaSpcu2Xz//XcH3L9fvwto1KgJfr+f7t17sGHD+gOOHTx4KBkZtUlOTqFLl65s2LAOgM8//4wuXbrSoUNH4uLiuPnmPxIKhcrt26xZczZv3kQodOw/riMiIiIiIiIiJx7NgKyEeH/ZTMRj9gh2kr/KHsGGso+GvPrqiwwbNpwffliFYZi0bHlauTFbtmzhzDPPLrcuK6shW7duoaAgn1AoRGbmTx+EadiwcezvN2/ehGVZDBx4frn9Lcuq9BeOr7lmRCwoS0pKpmPHTowb9zim+VMmXq9e/XLnXLVqJb16ZcfWOY5Do0Zlde3cuZ3s7G6xbampqSQlJVd47i1bNlG/ftY+192ArKwGh6x569bN+z3GnpXVgG3btsaW9/2Ijt/vx7IsIpEIvXv3Zfbs9xk8eACdO3clO7s7vXv3K3e9exUU5B+w9oOpV69eueVVq77juef+wZo1PxKNRrAsi9NOO/2A++/bb7/fv19wuK99r9Pn+2ns7t27yMpqGNuWmJhIw4aNyu2bkpIKQH5+PnXrlq9ZRERERERERGoeBZCVFO930zzz8GakVcTtNklLSyAvL0A0evAA8kidc043xo0bw8aNOcydu//sR4BIJFzhvoZhEIlEgLJAcS/b/qlWn89HXFw8c+cuPOIaK/MRlX0/RuPz+ejatRuPPDK+wrHhcKRcvT+veV+GYeI4h3/v996XgzFNo8L1yckpTJz4MsuWfctnny3iX//6J9OnT+Hpp5+vcBbk3nD2cOx7vwoLC/nzn29j8OAhPPbYBBISEnn++Wf53//+e8D9DaPyE6IrCk6h7J7//Hp+fk/2XtsRTJYVERERERERkZOQHsGugTweDz179mHBgo9YsOCjCh8vzspqsN8jtjk568nKakBqahput5vt27fHtq1fv7bcviUlQbZs2RxbFwwGKCio3OzHI5GV1YC1a38s94j37t27CIfLgtSMjIxy9e7atYvi4qIKj5WZmUVOzobY8qZNG5k2bfIha8jMLH/PotEomzZtrNTsyVAoRGlpKe3bd+DGG//ApElvsXbtj/z44+r9xqakpFJYWHDIYx5MTs56gsEAI0ZcFfsw0A8/rDqqY1ZGWlp6uRmhgUBxuXsNkJ+ft2dsapXXIyIiIiIiIiLVTwFkDdW//0BmzJhORkbtco/L7tWv3wXMnfsBy5cvIxqNMmvWe6xbt5bzz++L2+2mU6fOTJ78JsXFxWzbtrVcQNesWQvatz+DCRMeIz8/n6KiIh555CHGjLm/yq6nd+9+FBYW8sor/yIUKmXz5k3cfvvNTJ78BgBdu2Yzb94cNm7MIRgMMHHi03i9vgqPNXDgIKZPn7InpAvyzDNP8u23XwNlMy23b99OUVHRfu+Q7NfvAqZNm8z69esIh8O8+upLWJZFt249Dln/hAmPMXbs/eTn5+M4Dt9//x22bVf4CHLTps3YtWsnhYUVf0SnMurWrYdpmqxYsZSSkhLefvt1cnNzycvLPeC7MY+FM888i88//4yVK5cTCpXyzDNP4vf7y41Zt24tWVkN8Pn8BziKiIiIiIiIiNQkCiBrqHbt2uNyuenbd0CF23v37sdVV/2GsWPv54ILzmf69Mk8/vg/Yu/ru/vu+wC4+OIBjBx5K5deOqLc/qNGPYjjOAwbdhHDhw/Gtm3uuWd0lV1PSkoq//d/f2fhwgUMGNCLW265gW7dejB8+JUAXHbZFWRn/5Lrr7+GESOG0K7dGdSpU6fCYw0dehkDBlzI739/LUOGlH3U5vbb7wSgT5/+bNy4gaFDL2TXrl3l9hsx4kp69uzNyJG3MmhQX77++kueeuqfJCUlHbL+G2+8BdN0MXz4xfTt24MJEx5j9OgHSUtL229s69ZtiIuL45tvvjrc2xRTu3YdbrjhZh566G8MHXohhYWFjBo1hnA4zE03XXfExz2Ufv0uYODAQdx6642MGDGENm3akZnZoNwj299889V+7x8VERERERERkZrLcI7ks8U1xM6dFT+iW5WOxzsgpfodbZ+femo8OTnrefTRCVVQXdUKh8N4vd7Y8pAhF/Kb31zHhRcOZvfuXQwbNohnn32R005rXY1VHj39Ltd86nHNpv6eGtTnU4P6XHOptzWb+ntq+HmfC1Yu54s9k2I6P/MCKW3aVXOFcizUrn3oiVmaASlyArr88qtYsWI5q1atrO5SDsuSJV8zYEBPVq5cjmVZzJr1Hrm5u+nUqTMAr732Cl26ZJ/04aOIiIiIiIiIVJ6+gi1yAqpVK4O77rqPMWPu58UX/33SvC/xF784k+uvv4lRo/5KXl4umZlZ/O1vD1O/fibffvsNCxZ8zIsvvlbdZYqIiIiIiIjIcaQAUuQE1aPHefTocV51l3HYLrvsCi677Ir91nfo0JFp096vhopEREREREREpDrpEWwRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAlErZsGE93bufxdatWw45dtas9xg0qN9xqOrgBg3qx6xZ7wEwYsQlvPfeO4d9jCPd71hYtGgBV1wxlNLS0qM+1h/+cD3PPvsUAOPGjWXMmPsPOPb666/hX//652GfY9u2rfTqlU1OzoYjrhMgPz+fiy++gG+/XXJUxxERERERERGRE4MCyBpk6NCL6N27O8FgcL9tb731Gt27nxUL5KrL1q1b6N79LHr2PIdevbLp1SubQYP6ce+9d1Yq3DxSb7wxjYsuGnzIcZs3b2L+/HmHvd+xtnv3Lh5+eAz33DOa+fPn0a/fuYRC+weRpaWl9Ot3Lh98MLPSx77zznu5776/HZM6v/rqf6xatRKAevXq8/HHi2nUqPFRHTM1NZXbbvszDzxwT4U/yyIiIiIiIiJyclEAWcPExcWzaNGC/dbPnTuH1NS041/QAbz88ht8/PFiPv54Ma+88gYul4u//OU2LMuq1ro++WQ+CxZ8VK01ALz++qucfnpb2rRpR8+evTEMg08+mb/fuIUL52MYBr169a6GKsuC7b0B5LF07rk9SUpKZsaMacf82CIiIiIiIiJyfLmru4CTRWFhAatX/3DUx3G5TJKT4ygsLMGy7IOObdmyFcnJKYd1/HPO6cacOR/Qr98FsXWbNm2koCCfJk2alhv7zjtTmTz5DbZt20rduvW49tobOP/8vgDk5eUyduxoli5dQt269bjiiqvL7btt21bGj3+E5cuXYlk23br9kjvu+AsJCYmHVS9AWlo6f/jDbVx88QXk5GygadNmdO9+Frfccjuvvz6JoUNHcNVV1/DVV/9j4sRnWLt2DQkJCQwePIRrrrkOgGg0ylNPPc7cuXPwer1ce+0N5c4xdOhFXHnlrxk8eCiWZTFx4jN88MFMwuEwZ5/dhT//+W5mzpzBc8+VPaa8aFE2c+cu4rLLBsf2s22bSZNe5IMPZrJz506aNGnCTTf9kbPO6hw7x69/fS0LF85nyZKvycjIYOTIu+jUqQu2bfP00xOYN282gUCArKyG3HTTrXTpcs5+9yMajTJz5jv89a+jAPD7/fTuXfY4ed++A8qNnTXrPXr37o/P5+ett15j6tS3ycvLpU6dulx//U2ce26v/Y7/4IOjCYdDPPDAwwC8/PILTJ8+mWg0yrBhI8qNDYVCPPHEoyxevIiSklJatGjJyJF30axZC+6883YWL/6U//73P8yf/xF33XUfw4YN4rXXptC4cRMKCwuZMOExvvzyvwSDQX7xizO54447qV8/k61btzBs2CDGj/8HzzzzJBs35tCiRStGjRpL/fqZAAwadDGTJ7/J8OFXHvbPlIiIiIiIiIicOBRAVkJhYQGdOrWnoCD/uJ43JSWVr75adlghZLduPRgz5j5yc3eTnl4LgLlzZ3Peeefz3XcrYuM+/XQhzz77JI888gRt27bnk08+5m9/u48mTZrRvHkLJkz4O6FQKVOnziQUKuWBB+6N7es4Dnfd9Sfat+/A1KkPU1ISZPToe/jHPyZw5533HNG17g1jXa6fJuUuWvQJL730Omlp6ezYsZ277voTd9zxF/r2HcD69ev4059uITOzAX379uf992cwf/5HPPPMC9StW4+nn36CoqLCCs81depbLFw4n3/+8yVSUlIZNepuxo9/lFGjxrJu3Zpy4dy+pk17mxkzpvPooxNo1KgxU6a8xd13j+Ttt98hLS0dgDfeeJV7732A008/nSeeeITx4x/j3/+ezLx5H/Lll1/wyitvkZSUxOzZ7zN27CimT5+F213+13DVqpUEg0E6duwUW3fhhb/i+uuvYfv2bdStWw+AHTu28/XXX3LjjbewZMnX/POfT/PCC5No2rQ5H3wwkwceuI+pUzuSlnbgma9ffPE5r776EuPHP81pp53Oa6+9wtq1P8aC0ddfn8TKlct59dW3iYuL5/HHxzF27GhefPHfjBs3vlyw+/NH6MeNG0MgEODll9/E6/Xw8MNjuP/+u3j++UmxMZMnv8mjj07A6/Vyyy038tprkxg58i4AOnbsxPjxj7Bjx3bq1Kl7wGsQERERERERkRObHsGuYZKSkujc+Rw++mhubN28eXPo27d/uXHvv/8uffr0p0OHjrjdbs4/vy+tWp0We/x40aIFDB9+JcnJydSuXYehQy+L7btq1UrWrVvDTTfdit/vJy0tnd/+9no+/HAWjuMcds25ubt59tkJtGrVmgYNGsXW9+zZm/T0WhiGwbx5c2jatBkDBlyIy+WiefMWDB48hDlzZgGwcOEC+vTpT5MmTYmLi+O6635PNBqt8Hzvv/8egwcPoX79TOLj47nttj/Tp0//Csfua+bMGVxyyTCaN2+Bx+NhxIgr8fv9LF78aWxMt249aNOmHR6Ph379+rFxYw62bVNcXITL5cLv9+NyuRg4cBDvvjt7v/ARYN26tdSuXadc8Ny6dRuaNWvB7Nnvx9bNmTOL5s1b0Lr16Zxxxi949905NGvWAsMw6NOnP+FwiHXr1hz0mhYunE/XrtmcccYv8Pl8XH31b/F4vLHtV131G5599l8kJ6fg8Xjo2bM3a9asPuC93auwsICFCxfwu9/dRFpaGgkJiVx77Q18991KtmzZHBs3ePBQMjJqk5ycQpcuXdmwYV1sW5MmTTFNk7VrD34NIiIiIiIiInJi0wzISkhOTuGrr5adFI9gA/TvP5BXX32RYcOG88MPqzAMk5YtTys3ZsuWLZx55tnl1mVlNWTr1i0UFOQTCoXIzMyMbWvY8KcPi2zevAnLshg48Pxy+1uWRX5+5WaJXnPNCAzDACApKZmOHTsxbtzjmOZPmXi9evXLnXPVqpX06pUdW+c4TuyDJzt3bic7u1tsW2pqKklJyRWee8uWTdSvn7XPdTcgK6vBIWveunXzfo+xZ2U1YNu2rbHlvY8PQ9mj05ZlEYlE6N27L7Nnv8/gwQPo3Lkr2dnd6d27X7nr3augIL/C2i+66FdMnvwWv/71tQB88MFMhgy5FADbtnn55eeZP/8j8vPzYvuEw+GDXtOOHTvKfTTG7XaXu4a8vFyeeOJRliz5mmAwiOM4WJaFZVkVhqd7bdu2FcdxaNKkSWxdgwYNY9v2nmPfc/l8fkKhUGzZNE2Sk5PLXY+IiIiIiIiInHwUQFZScnIKnTqdfeiBh+B2m6SlJZCXFyAaPXgAeaTOOacb48aNYePGHObO3X/2I0AkUnEwZRgGkUgEoNwHYWz7p1p9Ph9xcfHMnbvwiGt8+eU3aNy4yUHHuFyucufs2rUbjzwyvsKx4XBkvw/Y7FvzvgzDxHEO/97vvS8HY5pGheuTk1OYOPFlli37ls8+W8S//vVPpk+fwtNPP19hkLc3nN1Xnz4DePrpJ1m6dAmm6WLbtm307Vv2rs+XXnqejz+ex7hxj9OiRSscx+Hcc7tU4prC+923fe/NqFF/xev18tJLr1OnTl2+/PILbrvtpkMeNxw+9L0CKgxgyzOOaFatiIiIiIiIiJw49Ah2DVT2qGwfFiz4iAULPqrw8eKsrAZs2LC+3LqcnPVkZTUgNTUNt9vN9u3bY9vWr19bbt+SkmC5R2mDwUCVviMzK6sBa9f+WC6M2r17V2yGX0ZGRrl6d+3aRXFxUYXHyszMIidnQ2x506aNTJs2+ZA1ZGaWv2fRaJRNmzZWavZkKBSitLSU9u07cOONf2DSpLdYu/ZHfvxx9X5jU1JSKSws2G99cnIy557bk7lz5zBv3mzOO68XSUlJAHz33Qq6dz+XVq1aY5omP/yw6pA1AWRk1GbHjm2x5XA4XK6v3323gkGDLom9g7Gyx83KKpthuu/92vv3lblfUBYgFxUVnlBfbxcRERERERGRw6cAsobq338gM2ZMJyOjdrnHXPfq1+8C5s79gOXLlxGNRpk16z3WrVvL+ef3xe1206lTZyZPfpPi4mK2bdtaLqBr1qwF7dufwYQJj5Gfn09RURGPPPIQY8bcX2XX07t3PwoLC3nllX8RCpWyefMmbr/9ZiZPfgOArl2zmTdvDhs35hAMBpg48Wm8Xl+Fxxo4cBDTp08hJ2c9wWCQZ555km+//Room2m5fft2ioqK9nvPYb9+FzBt2mTWr19HOBzm1VdfwrIsunXrccj6J0x4jLFj7yc/Px/Hcfj++++wbTv2QZl9NW3ajF27dlJYuP9HdC688FcsXPgxCxcu4MILfxVbX69efX788QdKS0tZt24tr732ComJiezateOgdXXtms0XX3zOypXLCYVKeeml57Htn0LeevXqs3LlcqLRKJ9/vpgvvvgcgF27dsbu1+bNmykuLi533LS0dDp3PocXXniOwsICCgsLmTjxGc4886wKr7kiGzasx7IsmjdvUanxIiIiIiIiInJiUgBZQ7Vr1x6Xy03fvgMq3N67dz+uuuo3jB17PxdccD7Tp0/m8cf/QcOGZR+Bufvu+wC4+OIBjBx5K5deOqLc/qNGPYjjOAwbdhHDhw/Gtm3uuWd0lV1PSkoq//d/f2fhwgUMGNCLW265gW7dejB8+JUAXHbZFWRn/5Lrr7+GESOG0K7dGdSpU6fCYw0dehkDBlzI739/LUOGlH3U5vbb7wSgT5/+bNy4gaFDL2TXrl3l9hsx4tWX1y8AACAASURBVEp69uzNyJG3MmhQX77++kueeuqfsVmIB3Pjjbdgmi6GD7+Yvn17MGHCY4we/WCFX6hu3boNcXFxfPPNV/ttO/PMs/D74/B4POW+kn311b+NvZfzoYdG89vf3sCAARcxfvyjfPrpJwesq1evPgwbNoI777yDSy4ZiMfjoW3bdrHtd9zxFz75ZD4DBvRi5sx3eOCBh2jTph3XXnslubm7ueiiwUyb9jZ/+MP1+x373ntHExcXx+WXD+XKK4eRmJjImDH/d8h7tdc333xFgwaN9AVsERERERERkZOc4ZzCL1jbubPiR3Sr0vF4B6RUv6Pt81NPjScnZz2PPjqhCqo7OfzmN5fTr98FsZD5RKPf5ZpPPa7Z1N9Tg/p8alCfay71tmZTf08NP+9zwcrlfHHTdQB0fuYFUtq0O8QR5GRQu/ahJ2ZpBqTICejyy69ixYrlrFq1srpLqRaLFi2goKCAQYMuqe5SREREREREROQoKYAUOQHVqpXBXXfdx5gx9xMKlVZ3OcdVQUE+jz/+CKNGjSU+Pr66yxERERERERGRo+Su7gJEpGI9epxHjx7nVXcZx11KSirTp8+q7jJERERERERE5BjRDEgRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAFBERERERERERkSqjAFJERERERERERESqjAJIERERERERERERqTIKIEVERERERERERKTKKIAUERERERERERGRKqMAUkRERERERERERKqMAkgRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAFBERERERERERkSqjAFJERERERERERESqjAJIERERERERERERqTIKIEVERERERERERKTKKIAUERERERERERGRKqMAUkRERERERERERKqMAkgRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAFBERERERERERkSqjAFJERERERERERESqjAJIERERERERERERqTIKIEVERERERERERKTKKIAUERERERERERGRKqMAUkRERERERERERKqMAkgRERERERERERGpMgogRUREREREREREpMpUewC5aNEisrOzuf322/fbFolEGDduHK1bt2bhwoXltoVCIe6//3569OhBly5duPXWW8nLyzteZYuIiIiIiIiIiEglVGsA+fzzzzN27FgaN26837ZgMMjll19Ofn4+juPst338+PGsWLGCt956izlz5uA4DnfffffxKFtEREREREREREQqyV2dJ/f5fEyZMoUHH3yQUChUblswGGTIkCEMHz6cadOmldsWjUaZMmUK48aNo379+gDcdtttDBw4kO3bt1O3bt1Knd80DUzTODYXU0kul1nur1Izqc81n3pc86nHNZv6e2pQn08N6nPNpd7WbOrvqeHnfd633y6Xidut/p8qqjWAvPrqqw+4LSMjg+HDh1e4LScnh6KiItq2bRtb17x5c/x+PytWrKh0AJmenoBhHN8Acq/k5LhqOa8cX+pzzace13zqcc2m/p4a1OdTg/pcc6m3NZv6e2rY22drn34nJceRlpZQXSXJcVatAeSRys/PByA5Obnc+uTk5MN6D2RubqBaZkAmJ8dRWFiCZdnH9dxy/KjPNZ96XPOpxzWb+ntqUJ9PDepzzaXe1mzq76nh530uKiyJbSsqLMGVF6jG6uRYqUyQfFIGkHtV9G7Iw2HbDrZ9dMc4UpZlE43qD9maTn2u+dTjmk89rtnU31OD+nxqUJ9rLvW2ZlN/Tw17+7xv2Kzen1pOyoft09PTgZ9mQu5VUFBArVq1qqMkERERERERERERqcBJGUA2bNiQlJQUVqxYEVv3ww8/EA6HadeuXTVWJiIiIiIiIiIiIvs6KQNIl8vFpZdeynPPPcfWrVvJy8vj8ccfp0+fPmRkZFR3eSIiIiIiIiIiIrJHtb4Dsn379gBEo1EA5s2bB8CyZct45513uO+++2Jjb7rpJgzD4Fe/+hVjx47l1ltvJRAI8Ktf/YpoNErPnj0ZPXr0cb8GERERERERERERObBqDSCXLVt2wG2DBw9m8ODBB9zu9XoZNWoUo0aNqorSRERERERERERE5Bg4KR/BFhERERERERERkZODAkgRERERERERERGpMgogRUREREREREREpMoogBQREREREREREZEqowBSREREREREREREqowCSBEREREREREREakyCiBFRERERERERESkyiiAFBERERERERERkSqjAFJERERERERERESqjAJIERERERERERERqTIKIEVERERERERERKTKKIAUERERERERERGRKuOu7gJEREREREREROQUs2snnmmTMXJzcdLTsZo0w7V+bWw52jUbANfqH7BatsLJzKrmggXA2LIZ9+eLy/UNVxR69z7ofgogRURERERERE4SW7Zs5vPPFwPQpEkz1q9fC0DXPWHN6tU/0LJlKzIzs9iyZXO55RPFli2b+eKL/5CY6Kd27UzWrFkD/HQNn3++mNzcXNLT02PXeDjLRUWFJ9w1A7F+JCUlV3gNUHYP9q37QPtU1O9jUd/en62f11GZeg63hoS/P0LC9q0YgSBYFuAAJrhMiI/H8fpwEhOItmyNEQgQze5O6bW/O+rrPFUZWzbjWv0DdlJyuaB3b/ALxEJf956fg2jX7Fjwa2zZjP+lF/B88xXmppyf+paYAB07HjKANBzHcarw+k5oO3cWHfdzut0maWkJ5OUFiEbt435+OT7U55pPPa751OOaTf09NajPpwb1ueY6EXp7sLBvb8D38+1HEpwBldpn/fr1zJ37AeFwhOLiIoqKCklKSiExMZGioiIaNWpMp05nkZu7mx07dlC3bh3S0moRDoc544xfcPHFQ2LXdbBQ6+chVEXjK1vzga4hEokSDBaTn59PUlIK6enphMMhTE8CwUARoSi449PBsXEcMA0HKxrFcazYcjQcIhIqxAqX4nKZWJZFYmICTZs2xzTd1KpVi169zj9kTQcK/fYNcn8eipbd++TYXw91DyZPfpONG9cTiVisXbuGQCAQqxmcWB8dx6Fz565ceumIA+4THx+P1+sjMTGBli1bEwgEyM7uzrXX/u6QIWdlfra8Xi/x8fG0bNmaFi1aHPIaPB4PderUpU+fATRt2qTcOXJy1hEKBfD5EmnUqAnWixPJX/4tAOfn5pFRWgp+P0ZBPmWNNXFSUqG4GCMawXF7wO/DSUnD9vqItm9PpEPHCmdMHs4ycNTHqMzyvgFeValoRuLPa/JPfhPXxvUYEQtz7RqMQKAs6N0b/CalYCcmYhQVgd+Pk5gADji1ahEachkA7sWLcH/zFeaWLRjRaFnfiopwEhNwNWgAX3558DoVQB5fJ8I/RKXqqc81n3pc86nHNZv6e2pQn08N6nPNVVW9rWxAc7Cwz+PxkJXVkC1bNpZtDwQoKszHl1iXhPRMHMcBw8SxouBEiYZLsa0IpsuHx+fH9MThiUvFMEyiVhSX248vPplwMJfSwh2U5G2ktHg34OCJSyMxvQGh0gC5m7+jQdvepDdoBy4vLrcPl9ePFQpQtHsTKXWbEdqxjOC2pRjp7cls0wdX0Wpa1wkRDJZw/fU3Mnv2LD77z38IhE02rP2egt1by4VatuknKTUDMxogzu/B5XLj9bqJRGw27yzG8SRhOw6G6SYuMR2PPxHHdrCtUiKhIHY0jGNb4ESxImFsO4LLE48vPhnDHY/pjcMXn4ovLgWXLwG3LwlvXBKR4u1sWvExzbOvPuye2lYEK1xCuLSI0sLtWNEwOA7h0mJKCzbj8cVjurwYBlhWlGioiEhJMXa4GBdh6mUk07Jlazp37kx+fj4bN+bg9XpjQW6pkURuYSmRqA2mB7/fTzR/HY4nidSsMygpziMcDuFye8BwYZhuTJdnn2UXGC7cHh8OBqbLg+M4uFwuLCsKgLHnv2MRjQHgYBomlm3FtrvcHqLhUnas/5JaDdoRn5qJVZJLYP0ntGxSl+T0+mzMhe07dxKJWJhuN2BimGV1uVxuHMPANN0YpgvT5cZxDBwMXG4vbk9ZbeGSAJFQMS7TxHC5cWyLneu/pl6LriTXb4NtRbCjYexomGg4SDQcIFJaDI6NaZo4jk3ZjEYwDRPbtoh3HLJL8mm/8xsA3li/nt2lpRiGibnnGg3AcbmIt216GgbLHIf1pkkC8Bu3h044xMcnEAfkOTYWJvU8buIsi022RZ5jEDUNDNvCA0QwsE0TbIvYjY1Eys7jccfWOaa53yxMY88+fkwMl4ltWTRxmey0YbdBbDsY8LNzuEyTjIQE6p/ehtCQywjtCf+Plb2ho+uL/7J1+VJKt2wiLxBkSzQCgIVBxDCI2BYu28axHUyPG284jGmY+B0Hv9+Hp6QExzDwu1wke7wklZQQNcBTpy71sxrgilpE69TGjEaw3R42rPqO4O7dlIRC+D0eMqwoiX4/GVlZsHTpwWtWAHl86V+QTg3qc82nHtd86nHNpv6eGtTnU4P6fGQqO3MPjmyWW0UzzOCnx0Xh0I/Z/nzm1LGYTVjRDC63x4s3qQ6+hHS88bXwxidjuHyYbh8efyIulxvbAY8/GceOEAnmUbR7M6YnjsJtK2jQtg9JdVuxa/031GneGcM4+m+9OrbF+q/fwROXSmbrczFdZUFJSdEu4pIyDrpvNBSkeNtyUht3BsCOhmgQWkhCfDwFhYX8sB2SmvTA5U0AIBIKUJq/mYIda3EwadCuN8aewCh/8wqK8zaTlJ5FUp0WuL3xR31tB2Nb0di1Hk95W1ayddn7eK1cHG8KLc+5ikjhJtZ9+yF1zhhCamab/faJhksw3R5M88R4s13+hs9Z/dkkzrx4DK64WtVdzgHVyt9I38+fBeD+detYU1Jy1Mf0A3UNgw0nYLz1QsOGjOjVh+Dtfz5mMyF906cy+qG/MXXLJnZEIpQek6Pur5XPzxdZDYgPlUJSEoM2b2Z2UeF+40zA6tRJMyAPRgGkVBX1ueZTj2s+9bhmU39PDerzqeFk6HNFj28e6H1vh3tMOPxHf38+s684EMR0+/F4vDiYGC4XpuklajvY0RDRkrKZeP6kevgT0rAdBwwwcGFgEw4VYxgGVjiEY4X2zI4zARPTAJ/HIN7voX7j1tTPbMSyLxcQLCnFNjwEiosIBQvYO+to7yOphmliurx4fX5sxyibReby4HZ7cDBxub2YLh9urxeHsllchsuD45TNLjMMyN3wPzBcpGWejjexNobLg2F68MUl445LxZdY9nivx5+E6fIcs35XluPYOHbZz6xtRYiEAvgS0jBN1yH3LS3eRXHuJiKhII4VJqV2UxJqNS537H2DUN+22SS4w2zLj+BtcexmYtm2RaSkCMMwcPsSDhkeWtEw4ZJCIiWFWJEAoUA+oWAh9Vpm40tIi40L5m9h64oP2LXpB2zHwuXyEBefQGlpKRgmpukiPj6RUMTCE5eEPz4Vf0IKhjueuJS6ZbP9DBN/Uga++FRs28KOhjD2zEY8UJ1FO1bjiUvFn1R7z/VFKxUw2la0rJ9WBMuKlC1bERzbwoqGy2YL2lEMxyYaCWFZZbPUPB4v0Whk70TBst8bx8EBDKNszqPL5d7zmDZlsyZNg7iU+iSkN8CKhHB5fADsXP81+VtX0fKcy/eMtXGsKLZt4dgWth3F2fv3VhTbjoJt4TgOthWOXUPZI+8OLk8cXn8ihmliRcP4Emvh9ScBsGPtfwkW7MB0efH44nB5/Hj8SXj8iWUzK429MzmNsv8YJo7j4AaaFG3j3OVvATBvwwaKSktxXC4c9t4GA3BYF42yxLapYxhkezwsCYdZf8hOnHgSTZMv+van3nU3Eu1x3hEfZ9/HrPP+s4im7804dkUexHsJifSrX59IfAIJS5cccJxz8cUwbdpBj3ViRPUiIiIi7P/OJRGpeQ4VnB3s4xGV/UBCZd7VtvcYUH4mXkXvvDtUTfuO+/ljvXvDvh07dhAOh/d739vEic9W+N60ygaIgWAQx1+b5Dqn4fb6KS36L0W71pJctzVxybWxouso2vEGoUA+/oRUPAm18SZm4GvcnwR/InXi04lLrnPQntlWZE9wc2Qz+xzbZuM303A1vZDdHj/pZ7aiXkJaLPSLRkrBsQED03RhuNzHZBZhgw4XYbo8hz2jLhIKEA0VEykNEA0HMQywLYvSQD5uj5ekjCb4EtJxHBu3N27PPsV4fIkE8rew7rOXKMjbhmM7uDxeEpNSKQ1HMEw32FG8HjeFeTsoDeTCnsdwbdspCw1NF0kZjWnb6/ckpDfEioTYseZzdq/5lOQGHWnU4QKKd+fww8cTKMrfGQup4uMT8CXXo/2F9wPsd//ciZmkxRVixyeQv2fd2v+8QkmgmIT0hqTWbU58eiM8/gR2b1jCjtULiUtrRFqDdvgT0oiGitm9aSW5m1dSvDsHEwvLsgiXFAIOpmmSkJBIsKQUw3Tj9vhISEqhNBTGMN3Y0RAe06a4MA+XqyyMiouLJxwOYdsOLpdJg/YDYvWumPskVsnusmvBwcakJJSHbZf9/liYFBWXzdIsxaEIE9M0iUTChEKhPffUxu1247h8e0JSSEhIpLi4CJcnDl9CKgnJtYmv1ZRGHQbijUsiqU7LcvfNNN04ts36b2awZeVHuEyHQFE+qfVa0b7fH8FxWPL+IxTuXIfjOCQnJ1NcXITj/HRPiov3BLRuN3Fx8ZSWhohGI/h8ftxuN7ZtYVlRwuFI7LFsANu2cbnM/fYxDIhEoqRlnkYgfxsts6+kVpOzSUitT1pW2UzN/K3f8+X00ZimEavh5zXtuxwMBmN98Xq9FBeXvdvR6/Xh9/spKMjH40+k0Rn9sUOFbP5uIdFoBLfbQzgcwu124TjOnpmzNvHx8eXOkZSURGFhIYZh0C4+HuqU/ZkzLCuLM888G//edzo2boprwzqM3Fzca1ZTECgmdes2PGvXEA2H+SwYoNiKEnB7CAYDpFMW1C52udkWDnGuYdDU5cITF4cTDBJ1HNymiRkXhxEM7ttYsH+KPDEMnLg4zL1jDAN7zz4OUGoYWH4/TkkJ62ybWqZJ/fj42DGNPfuzz/KXPh93FBZSbNv89buVPN+i/M/W4fC9+Dy+yW9ghCMYJSVs2b0ztq2r280fDYNUIMHvp0kkguk4uEwTd3wC3kAxlmFguN3Y/jjCpWUBeInHR6nLRcS2MGyLUsui0Oun2IriAEMLCwB4OlTKc1s2c2nturFzXlk/k9+d3YXCunXJd7nwZDWEc8465HVoBuRxdjL8P7Ry9NTnmk89rvlqSo+PZ6BX0f9YByodNEyfPpWlS5cQCoXYvn072dndGTDggiqpv6b0Vw6upvS5skHY3rFH+0GMvfvuG9odzu/gwWqo6J16+8562/fjEY0bN+bSS0fE9l+z5kdW//gjwUAhjgO1atViyJDLGDZsWKzPkydPZsqUt1mz5nsCgSC2DWl1GuAxIpSWBPH5fAQCAUzTjH3wAiAQKCYQCBIfH0+DBg33eeedRX5+HqmpqQesybIibN++g23btuI4Dnl5ebEPM0SiFikNfkGjMy7AG5+GaZpgmBimiWG6iZYWsfX7T4iUFuNye3C7XODy4HJ7CQcLiJTk4fLEE5dSH5c3HpfLg2OUHcPl8eGLT8WfXA+X23uUP2U1ixUNl82I3CeEi5QWEwkFymZ6RUopKdxJSfFucBzcLti5cSXB/K1ESvKJ8/vKBTJxcfGUlJTEwj6v10ckEiI5vT712l4IdoQf/vMaKbWbUlKwBcOxYkEZe4Kxgy2HQiEMA7xeb2ydy+3Bn5JJMH8TjmXF9klJr0ujrHqYposmTZowbNhwpkx5kw0bNtCocTO2J/WGfcNHJwqGmzOaJnHpLzN5/F/vkutpDcCqmfewfWsOHo9vT6gVwR+XUPb+RmwKC4vwej0kJCRiGAbBYEksBItEIvvVfKjr3LuckJBAs2bNcbs9tG7dkqysxiz833eYjS8CwGUHCH//OpmZDejcuQuNGzdlw4Z1sT9HDrW8bt26WOgfCoUPWpPj2JSWluL2+mnQri8N2g/A409i88qP8SWk44tPZNPXU9m9+TvC4TDx8QlYlkU0GiUhIbHsPZ92lGAwgMfjiwWKFZ0vKSmFhIREvF4PffoMoFmzpuWuYcqUN/nvf/8DGBQVFVFcXHjAfdasWU0kEiEnJ4fi+LbUPa1nud+B5bMfZcf6b/B4vPh8/sPqi2m6sfbMnNy4MWfPn6UHvob58z9i9+7dRKNR1q79kUAgWO4chmHidruIRqM4jsPpyanc6C/7M8vufxH97rrngL/LxpbNuH5cjZ2YhG/2+3i+/hJz456vL+9zDT+9f7GSy3t+55x9fn4P+xiVWL46UMwbgWJa1K3H4mU/HPA6D8b/r+fx/ftlzNzdZUFnOMy3hYWcteefX/PS0jnXssveR+n374lUK6gpKQU7IRG8HsJ9BhBt1vSnj9Q0bop/ypu4NmzAbtwE8nK5aM4sPi4urrCmSfePof8f/lhuXe3aSYe8FgWQx1lN+RdhOTj1ueZTj098R/s/wiv73imgwq8nHqyuI/ky4ZEs733PVaNGTYlEwrhcHlq0aBGr+Vi9z+vzzxfzv/99gWVF2LAhh5ycDTRq1BjLirJxYw6JiUmxoMF0x2GaEA2XxoKGxMRk2rRpx7btW9hQkIBteImW7Gb1lx/QrFlT2rfvEAskr732dwe8p4cTkBzu7/CBzlHZcx/vmZ0///k/0Jc6ofI/C4f7tc+DfVX154+fAgedQXaor5UeyIn6Z/XBvj778+t68cXnWbz4U4oCpRQWFVM3I5XatWuTmprOgAEDDxnuuX3J+BJSwHCXPbLq9uPxxYG5Z1aYYWIaBtFICNN0Uad5V4J5G1n3xVtkZGTg8/moXz+Tpk2blfuC7oFMnz6VKdOmUxxxURQoJVCUj9ubiC8xFdOTiMuXiD8xHX9iLVzeBIxYGOfCioQo2rGGDd+8i12yi5KSUtxuFy6XG098Ko3PHkFG445ES4sIbf+Gog2f0bZtW0aOvJN27Voxb94njBv3MJs3byK5ZX9SMtvveSTUQzhYwM41n+GYPjxeP15fHEakgB+/ep/GnYbg8vjKQjzTS8GOH9m0fB6N2vakVpOzKcnfROGuHOxwMSXF+XjjEvc8hmhgWVHi4hMo3rqU2k064kprjWG69sz6ceFLqIXbV7XvzNvLtqJEw0G8ccmxdSWFO3B74/H4E2PrHNumpHAHoWA+drSE0uJcCnfm4ERL8HhcBANFZY9nWhEMx8blSyIhLRPbChMq3g2RIgKBIhzbxjAMEhJTCFsOtmXhi0siPjGFkmAA27EwDZO6zTpRp2WPcrXuWPNfinM3Eszfis+fgOlLBAcMA9xuN6UlxVjRSNlsQa+LQHERdjQCjoXX6yFYXEg0UopjR/F7PRQV5Zd97MSKYBoOtu2QXLcFzTtfSmnRTnZ8/xG7t6455Cy0gwUyPw/7otEoeXm5pKWlldt+OEHZvstApfcpLi6iRYuW+/3z6McfV/P+Cjc7C8IA+NzQpnEy36wpJNEHd112Gq9/8A0rd8aXzTj98VXatmm3X6jl8XhZt25dLIQKBAL/z955h8l11tf/c/v02Z3tXSvtrqrVLEuyRTE2TmzABGFjAyHY2MEpQBqQQH7Ak0ASSKMlVGPjUBJsgw3B2MQ27rYsW12y2mpVVrsrbd+dPndu+f1xZ2ZntmiLVsVizvPo0b53bnlvmTvvPfd8zyGV0ieQYLPp82T7sHjxYlasaGPfvsN869vfpEe7CgONEN34koe5664/nvNvZk9PN1u3bplRnzo62tm6dQv9/f2Ikoq3pJpU5DSGYeByuaioqCQSibBy5SpWrVqTIzn379+Hx+MlFouxLO84nml7ABs2XHnGl0gOCcm0y2TP+bZjOvtOFap8O578Es315bzxjVfP+dqa6hhO1p9sX3w+/4R1njx5PDOm9tLQsICTW1/Cc/+PAVj/ze8RXLZixudV6OlG3rqlgDjLKiZn2wbOeh3TtT/xf4/yvWeeYsGCZl55ZfeM9zN/f72f/Vvk9oOIkQiYJkIkwovAm2IOObilNMSatjbMFatJt7ScsU8AxoYrp/SizBK+wkA/X/7B9/nCSy9MOt9DDz3CG95QeF8/ZwTkyMgITz31FN3d3XzsYx8DoLu7m7q611epVJGALOJcoXieL30Uz/HcMVn53FTeWHNtT6ewKfCZsqzMA7DiPIDYYFsGlpEqeFs72fJZ5UxZWRmtrW3cdNOtZ3w4zyr8jh7tYP/+13IKmQl9KmhLCLKrgDiwETDTSeLDPUiSgGmaaN4QouIhHevDSOu4gjUIshsr3o+eihOoWoxpQbivAzOdIFS3hMRIN4oriKekGkHSkBSVaP9x0vEBXMF6TCOBbdl4Q3W4AjWA7SToiQIiBvHTe3FXLsNb3oxhWNhAuO8oLrcXNVDneCyJMorLg6z6kF2+nEonFRvhtce/jNsXJOBVOXpgO4vf/IdUtrwhd7x621/CV74AUQAr3MFwx3O899b3cscdYyRklpyprKxC0zTq6xspLS2Ztpwz/zvc2XnyjGT1VERuVvkky86DWllZGddcc+2k1+P4h5R169bNmcybjtwbf/3btoXH4yWV0nPqr1gslrt+s+oVQVRQVBcWArapYxppJFHIqdKy63B5AuimQNqS8JU3OddaJrfSMlMkRk8zcGwrvvKFuAMVCGaC9GgneipBoKSSpAFDp4/h8/nwzS3eZwAAIABJREFU+XxEIhEaG5uQJInOzhO5PsYTKVS3D9NIY1sGjuWcgcftntH3bfx5Plf36vHk8mTkIjDhesoPwMimz9bXN+RSWDduvIrHHnuUBx74b4Ktv4u3dh2CKDLcuZ1TO3+C6q/DVVKHLaooqgckBUFy/pY1D6LsQvUEUd3BOe1X/7Ft9Bx8BreUIuASufzydUiSPCUhkL2PP/nUU8Qr3454FkEVejLCnv/9PKOD3ciuIJrby9rf+1wBsWbbNkOvfJ3a6go+8IE/IJmMcv/9D3LgwAGSQpDL3vapGW0r0teBv3LRhOmmoc9KVRjuPYy/YqFTYjsJYiOn6D+2DSwDwzQQbBsEm/LG1QSrFxfMa6STWIZesL96Ikw6GcE2DUwjlfGYS2Onk0SGuhjs2k9s8ChuTSVtK/grFxIf7kY0osRiMTyldaguH7JoM9x7HAGzQNkny04y7kyUeTNVuWXbijvA2pv/JadG7Nr5U45u/yWKoqDraTQte5wnLj9eOTVXNeFsVGizIfuyL9jGf34h8c2H97LtkFOeuXxBKVKiiz29TthMXepFPDVraR9yo8nw2fcvnpLUGk9CwZmJs7kg/x794IMP8uqedgy1Aneqk9WrVk57j59P7NixnS9/+Z9RVZW6uga6u0/S1dXFkiXLiMVik74EHX+sLhSe2dXND359qGBaat93ufmm95zXYzgVxv8Wj+7fxyt/+ofA7AnI1xv+3//7a+6++9s0NjaxbdveWS8vP/s02v89hvzKy4gDfQi6jpBM8rggcEPE4bO2veHNLPqD20hvvnne+i30dLP97z/L9Q//dNLPn3zyOVauXF0w7ZwQkPv37+dDH/oQlmWRSCTYt28fJ0+e5MYbb+See+7h8ssvn83qLiiKBGQR5wrF83zp41I8x+dDmdfRcYT29kPE47Fc+VwoVM7Rrn6GR8LoyTju0gZcgSpkzQu2RSo2jOzyIYqOoXzuIcMWEAQby7IAG9sGWdEQJM0hhdSMcbakIakeFM2DJGsgCAiiU5Z1Jk+oo688gLekkvLmKx0DcVPHMlKkYiPER09jGikqmtYia16GTrxC7Piz1FZX8PGPf4q1ayf+Fvb0dHP33d/GMNJs2fIS4ZSIK9SCLAmMDvZQu/QtaJ4giurGMNIMd79GsKoFf/kCxCkegrv3P8VA+zM0XH4LoXpn8KbHR4gMnKCscRUARipGfLSXQOVCAFLxESIDxylvXD3pOsHx+pqJGb+ZTiIprmnnm3Y9RoqufU/QtPodZ5wvfPAhSuQIn//8P1FbW8c999zNgz99gLLl7wLJxeDeBxjsP41lmei6jo2Ex63kVJb5Dw/Z7/A999zH/fc/QDhhossh+jv3YZkGAiap2Aiav4q6y96G5g2ix0YAgURkEM1XijtYg+YJYpkGemKU+GgfVjqG6vJj6AlS0T70VBzVE6KkugVBlIn0tpOKDSMke0nFhvCF6kgmUyTicURJdEg2UUIQHTLAMaF3CHJJljJ2RRbh3iPYhlMuqqoaqEFKq1vQbRVLdKGobmRFwxacdQmihKK6sBGdxE5JQZRURElGlBQkWZvU283KGOmLskoi3IsAeEpqpz+n466NRLgPIOczlzXE12NDnG5/ieM7HqZ2ydWE6paQSiY4feg5Vr/9UxOUY7ZtER/u5tTOn7CwrpQ3vOHNwNQqzrkm6M5VZXzixIlc2e7Ro0ex1RIkdwmapxSXrzRTFikgKyqmaecUiKrmwjQtzHSS0a7deBgiGCwhFosRaLoKX/M1BcchMXoad7B62vMwX0j0HSCU2k19fQObNr2RN40z0c++XDl1qoeOXp2GDR+adD1GKk4qPoweH8VIholHBjHNNGJG9Ybkpm7ZWxAEET0RxrYtNE9JbnnbdpR7nsy+97/6HZYsrOEDH/ggjz/+K/rjHroT5Yiu0pzi7+irPyMZHaBx5Q14SmpIhPsw0yn8FQsmeOSFew+jp+KE6lYU/D4kwn2o7kDBNW1ZJtjWpPfKke59JKJDSJJIMhZm9NRrDHe9hm1bGIaB2+3Gti1M03JKeQ2nXNcyzYxvWtjxYXP7CZRUMjrcRzoZmdSrbToCcSalltMp92DuKrcTJ46xdevL9KprEDw1AHQ8+UU0MU15eQVNTc20tLRMufx45dR8qQlh/sm0iwW/eOEYv3jB2cc3Lg9xZOevOaU6adh1wiFG016icj2VpW6+9EdXXsiuThhPX2hC7+GHf8bu3bvQNJVUSqehoZHW1tYLTjBOh+2H+vnGw2PklipZfO73l140ff5tJiA/+9lP853vfIO6unp27tw/6+WFnm7cd38b6cQxpP2vIUTCiNEYP/d6uWnAedGw7wO3U/WJv5m3hO0s7Ad+QtVH75r0s61bd9HcvLBg2jkhIG+//XaWLl3KJz7xCdasWcOePXsAuO+++3jiiSf48Y9/PJvVXVAUCcjXF2ZbvmbZNvGkgc89/4l206m1Fi1aBKSprm6kqqqmYBmYeTkozD0Z8ULjXKQ9Xkx4vX+Xx1+PUylysko8UXbj9oewbAFBgES4H1VzI7kCxIe70LzleEtrkTSfk4DnLnGIGctipHsvpp5E85ej+avxlTXgLa1DD3ex78lv0LjuVioXbriwB2QSJMJ905ry52O4aw+De/6HtralvP3tN0544/zss0/z0ksvcPJkJ8cHBarXvHde+iiKEpqv7KzXNR3SyahDzIkigiAWlPMlI/0ko4OIkkqgciG2ZTHae9hZxjIRMYlHhkjFR7HScSoXXkGoYXICNDrUxcFn72btOz87gSAOdzxJW4XB9de/jZaWVj7z2f9HquwqtJBTVn5y5y9wBSpIJyP4yhcQqFqMocfpPfQ0wuAOLAve+973c8cdH0aWRWKxYT73ub9j774DVFzxx0iuQMH2xieIzids28LUEw7RPgcYeoLESBeIKrHhbqpbr5rnHs4ciXA/ppFCEAQUzYuaRxjNFOG+ozmSHJwSfVmdmtxOxUfY/9Q3MeLDjl8ZgpPuaRoIWNiIeErrUFyBXLmxA4eAsTMJvgVtAEFAFMZ/LpAbLWfKlW0cAio2fApfaRUIEv1Ht+Ipb6G2bRMufyU2tvPSYw4YPvIUfQceR3X7WHDNpxHOkIhrpOKYRhJDT2Ck4k6Yh6WTSkRJxUZIRnrBiBELDzslq6aOpsiERwcx0klEwSG1EnoaSXaO+RU3/QMuX6hgOzWx36BI4gQFZE9PN1/96r8Si8VRVY0TkQAlLdcCsPeRz5NIpjD1OLKQJhoeOSNxlk7r1Cy/gYXr3zPpvh556QeEe4+wdvPnAdA7fs5Nb3szFRVl7NjxCofjbcQZ+x6fPvQsHS/9F4Zh4PF4yCarxuMxNr73y2iZlFuAoWNbOPTcPSSTSSqb17Lkmo9iWwa7fvlFBnsO4Xa78PhCGLZAMjaKZSQJBkvw1axi8dV/VNDPg499npH+rknJvvLycq655tqc31u2lHcy37T5IhBno+w7F+jp6eZr9zxIv3IZfoYIxLbT03OKj3zkzyZ9YZeP1/t460Jg28E+vvnzfQC8qRV6Dr9Ih7ARG4kyutFthYhQyYJqP5+7/YoL2teL8fxeaBJ0LmjvGuGLP9qRa9dX+Pj8nesvYI8K8dtMQP7d332Gb37z69SUhtjz9ItzIgm1h3+GtHsXgp5COHYM0TT4H9PgQ88/C8CRf/0agdsmf/F3tvjf++7hT//2k+iGUTD9wAGn8icfMyEgZ52CvXv3br71rW85JWEZE16A97///Xz1q1+d7eqKKGJSTEWONDY288gjv8iVv02VVHj8+FFePK4xont56woPmt41J4UDTFRVZBVcXV2OIe9kpZM+n5c1a9bQ0NDE8uWrGB4e4sEH/2eKclAL1VuCHg8jiRQkI4ZCIR566EHe8pbrCkoKLwYC70wkbPYYDURMEokkkYHjuX3Kpj2+5z3vm9TLrYizx3QJoffeezcP/+oJpGAztugmpe/EthXcwSvRfBW0LJRBFBFFCdNIEx3spKzhsgLlh5lOIUgyoiiRTsVQzkCilDdPPgByhRax7pYvT/qZoSfQE6NIsobqCaInIliGPva7IzjlnvltAQHbMkinYoCAaaSwjCR60kmxNNMJJMEmlUxgWQZgo8oyyUQs93CnKgr+6mVULtpQQD6eOvQ8enwYlyeAqPpwB6qQVBfxkR5sy6a8aTWl9SuJdb6AaaZ58cXn2bBhY8Gxb21t45lnnqKsrIzRwNIJ+5yKjzDctQ8BC8kVoLR2GfGRU4x272F0oBNDT2CZOqosUt56NVWLNuLyl+cIsu79TxEdPEHrpg8iihL9x7YxcPxVFr/xTkRZ5eS+x/GV1lFatzy3zfYt/40eGyQdOcXoUB8IAvXLr8XtK+VU+8u55EIJg4Ge9lxb01yUt7yRRetvZbBrD93b/4doeJhUKoU3WIEsic45sywURUFVFaLRWI5oCJ/cTtu1f05JTeFxsAydYy/eQ7T/KJ3b7qd+zWY6d/6ChlXvQHH5CZRUoKpDtLS00t5+mGDdKkY9LbnlG9b83oTjKqse6i57O8NH3Jh923jppRe4/vq30djYwMGDB4lEIniqV0wgH53Lyjm2ZjpFpP8okuoQGC5fCDOdYLTvKMnIIKIk4/KV4fKXO9drPIzmCaJ6nNJX09CJDnYiCOAvX5gjcedKPjr75c4ldfrLm8aOoZkmGR3CTCfAMjHSKUxDx7YMRMFGTyUwjTSmoSPYpvO3mcIydGzTQJYEEokooqggKS7cXr+jzjINAhXNKIpGf+duEuEB9EQYmSTD/V0FSZpaWQv1y3+H0d5DDBx5EW9FC1UtV5FORkiFewgPnULzVaKoGjVtm/CU1heQj87+Ofebke59dB14JqMClfAEq1iw9l1onhLWvONv53z8zgVqlr71jJ+nk1FMU8e2TATANNPYpuEQ3YBpGniCVSguP6Ut12CMHieRTOXIx4NPfJnytmsob3LIez0+ypaffBw9ESUQCMxYFScgYlgiLlUG1QuICIKAS5EwzQSmabHjoc+g+UJULVxH/ep3ASBIblatmqio+f7372Hv3r14yltQK9rwVDjXfXK0B0EfwYqHERCxRRG32z0tcXb06DFe2PNzZH8d6bTB8KmDaL5KkuFTpPr309I8dg+7/c4/5a0bl9Dbe4otW54nTuHDz5XLqvjwO/9tUq+2AS1Ib563/hs3rOTG9Z+io6Odw4cP0f/y19HTBrVlGlesfDs9PSfR9TSRSATSIqg+TNNCtsYJGiyDd9/4dhYtap6W7Fu79vIz+qbNlkAcT+ZN1z5fqK2tY+OKBnbufh6XJqFLCu94xzsvWH8udbQ2lKDKApZls6jWz4l9Oi4tRoIACbzOvUACj2vWVMBvBWpr6y74c9ZsEfAUVsqU+IuhVBcL1I4jAJipJO67v425cjWpWZbFpzbfhLBhI9KRdsyWVuzaOob/86uQISDFmyZ/aTcfeOftd6JW1/DBDxYKJ/z+6cnGyTDru47b7S4gHrOIRqOTTi+iiNni3nvvzpF1uq1RtepmEuEA6XQVfccNeg88QzQ8iKap+P0BWltbaWxcgKZpeb5qcTZ+8DsAPLEvwc6Hv4wRHywgCz3BKrwVLRh6jHQigqVHEGQXvvJmFFcAy7IRRAnV7UdWj5KKDZMIn0bxlBGsfxsVoRHk41s4ech5SF+0/hY8gXIOPf9f+Bs20jM4SnW1wQ9/+F/09Z0iEolQv+Y9NLRsorfjZTpeuZ/K5vXUrXonmreUvqOvcOzF7+GrXUnrlR8gMXySRPfL7Nmzkz17dmd8cvQCj6gsCTsdaXqmQIF8z6p8QnG8p1g+0fv973+PnTu309XViW7KyO4SBFEinYjgClZhoZBOJFj5tr9BEETC/UfZ89i/MTjYD1oIl7uKH/3oPgSBAi+3c4GZKE/H719WaZvd/8mO68jICI2NNVRU1NLR0THlOoFzEjwxVbl0vvcbwHe/+y2uu+4GmpsXMDQ0xO7du+gYEKi6/MNnVNTkwxOsmjBNUsZUPePJR9PQneTOZBjFFcAdcBQmtm2RGO0lMthJsHIRLn95bplTh5+nv2MrgqQw1H2QdGI4R2ZEo1Fs28prRwrIjvHtsy1NE0SJykWFisz+w085XlqT+Ewhqmz6g68jq25Ci2+gt/1RDh9+gf/4D4UvfvFfc+uora1j5crVbNtzGM3bAMDJnT9npGs3rpI6hk/uxDLS0/YxLYqo3n1ULdpYoM4b7dpB+PRh9oe70QLVDB1/FZ/PR89L3yCNihntIn7Sha98AYrmpf257zB4/NXcNjTFUQb1H3pq0j54vb5c27Yteg89w8jxlwHnzbbL5aaiopJgsJS2tsUcPnwQn89HW9sSjh07NoFo8AfL2HrgMNue+wVNmz6M7Crh9N6fU+aXqQ4tI504Tn3yOWJiL5gJwI83WMGq5Y2575L9/PEpr1vLTNO5+zHKGlfhL2+itOUa+ofbqays4siRdhobG1iyZAk+v59I2TrAKVc/+Ny92JaBxxvEFGQsM81o914s3fFRs20LTXMRCAQYHR3N+CgKSJKIoqjoeip3PfoCpehpM6cE9Xp9RKIR/CXV1Cy9BpcnQO+x7aSTcWxsPB5PJvzBRMBG01TisQimaSBg43a5iUbDaL4QTavfgebyY9k2ofoVDJzYSdeOnzLS35nZvoDb7SEajWbOn5d89ZeiaDNKMB3NqNIMw2BknIJMUTSQ5YJrQxBEkgPtHHn2cO5aGTqxndjpfYCALItEo7HcmDEd7mLJdR8f+651vETFojE156nXfk309CHARtcN0mmdZHSAlo2/j6y6pzz/+bBtCzOdyqgc7dw08oqAnDZ5n4/Ni21jZ/45nnSCc0+SFFy+MixDd5STmVLc8OlD9HfuxrYhMnCC5Gg3yegwppFCFMVJAzAEAZLJJJ5AGetv/TKCKOEqbcZrjpFbC+orSSVOAA4BOdTxDJipTDrtzMi9mZBaWVVeWVk5UXPsXv97N72PKy4r9Ers6elmZGQIUfESXH5rwWcNlT7e8+nPzIk4e19BCMP1ecu/m9VrN/CF/2kHQHE5D0B1dXWsXbuWw6+kMQXnwbvck+YzH/uT3LU2XtX0s2c7+NWWE7ltXn/NJpYvCOXmHe95N1kwxNDQEKYt8HJ/Jj0F0MQU0Wh4xuW9+WTHxUogzgc2b76JDRs2vu6UZa9HPPX4L6mMvYaiqjz1eIxUKoUsjYIcIGl7CXoFkknwaEUC8lKBfzwB6Zub+r6I+YXQ042cKZM2bRvcbkfJuGHjrJWQdm0dRt4yCW3sHDsK/3OHkpLCyhaXy5UZO84es77rrFixgm984xt8/ONjg8VIJMI//uM/snbt2jl14kLhoYceBKYOQZgqsfFsTOIbGxty25+spHg65dLFipl4x8HUxFiWCHvssUf50Y/uY2jIIQsrllxHoKqNQFVbbluGYTH6yv00rL6FqsVX07vrv+ne8iJLNr0Pq/EyhKM9pCPxgv41rL2Zjue+hadyCUuuvovj2x+madXbz7pssWLhekZHhrAsi+Z17wagbMEVyKobMxWlq/MBent7SCaTqO4glW1vRhBFaha/iVDDSlR3IEcgVC5cjyAIlDWuQZRkNG8pgZplnDj+aUb7TtB02VvxotPftZ/TcR/d24/yxHMvk06EcQerEUQZI+2QTrKiOMl2iIiSgGU6HnkgOKVmCPhKyinzWAhG3DEyt6ycqjPrKabrKXw+P6qq8uMf/wCfz48n1MCw0IDnsg+zdK1rRiRWoGIhTWt+j2PbH2bJdZ9AUjT6XnuEBx74H4aHHZ+r2XynYPLvx/jvz9atL/PTh35OOBZnoLebZNpCcQWRFc3xWrJMxPQoXrfKd7/7LWrrmhAE8HgDHO3sIm1KWKLCUP9p4iPdiHYaSfU4fmqWjm2bCLIHSXEjK6rjrSbJeH0lKEKKL33pH2latIyW5ga+/e1v0tTUxC23vG9+PMe6ezDlErq7OjFsCc0TRPaE0PxVKE3XI1smenyE00de4scP/ZpgVQuiKOEONVG9ylEk2pZFKjbkqAFtGzOdJDJwAiPtBI8oigSSi0DlQmKDJxnp2kEsMoIgyoTqliFJIiO9xwhWt5EI95IYOMLwQBdGKl5ADroCVYgCaLJNPBommUxQs/jNLL/2TwCH9Dm65QfoyTiWZeN2u9F8PrJkhkOc2Hlt3xnbZ/sQnlareKW78Br+2r//G32nTkw6/8jICNtP7EGu3YCnrBlP2Udw97zGjv3Pce+9dxeQ7Js338SIvItTrw0hCnDnzW8mFl6RWefHZ9xHy1XJlpOFffynv/87Rgc68+b/eIHPFcDWrVvo6e8nbQ1x44ffQ1PTX885rXN8UuaCBQv42Mf+AiD3gJn/92QP2LcA994r8eLLvyZUWU+owUVo1dXcfvsduWU/+tE/557HT3LsdJz6Ba1s3uyQw7W1dQTLqgmPTrznHH/hWwydOkIiOkz/0S1ccfMXAaiobUFVxVzf6uvrqV64joFhR+3a+9ojRE/tBkQS4wMLyuqc69mlkUqliMXilJeXoyjOvdI0DVIpHUVRctcjloksmATLy/F6nQCX0tJSRkZG6Nv/KOPJPCtamMKaTDrrkLLkcyKFIphYsdMce/FebNsinU47JciWiSw7SraSkhJaW9ty139FReWUSZ0wM2+3uaZ9TnWt5CfJKsYIabkEMxVhgfs0seQAuMrxKiZ3vv9dlJU569u5czuPPfYIipKk8+kvkRIDpE1QZSe1F1FCllXcHj/JVJLoYCd6bAiPWyUcDp/xxcVc2oIgoHkCyKJA2laoXHgFyaFjpKOniccTOXIxnU4jieD2+ceup0kCMLLKOyPWj+KvxlPWyNrF1ew+7VzX//D3f8fOHa/y7P4uTMui2hXm2j/9iwnn4WxVcfmqvEB5I1//3+MAuLwTS+vb2w8TCpVRtaR5wmdvuWot129onHQb06G2to7NeWb6+cvbto0id5A2LKKJdG76rbfeyk+2/y9YcO3qMt7/uysLxBHjVU215YUvz2rLvAXzbh5n5j9Vn5599mm298dJ4xDiGgk0TeXIkfbXzTj+fOH1qCx7vaGnp5s9e3bhc7sBC9xubBtWrmnj8b0JLEEhkhYBq6iAvITg1iQnNM5yXpwVCciLA1L7YSTZ+Z5Z2Zeemop0pL2ATJwL4nGH73C5XIiTeHjPJwKBwjA7v39i1dBMMeu7zic+8Qk++MEP8rOf/Qxd17nxxhs5efIkPp+P733ve3PuyIXAP//zP+Hz+fjP//wa5eXlZyRgpk1Rnabt8XhobW3jlltu5Xd/96185StfY2hoCFlWc8REZWVVTrmUJXxmonIbr2LLEoGTTZ9KhTXVctnPZpIOmk6bHDt+HDm4AEXzIEgq7kAV0YHjjPYfp7xpLaV1S4k9/CpmWkdWVOIjL4A+RHNNKRUV5ezduwfTNHI+QII40b/RV9aIaZrUrXw7ALVX3EHHrz9DyrcMBWi+8g7iT3ytYJnSuuXohsWG6x3ivG3TB894baSTUWzLxMYmnYxi6Al8oTpk1YOhJxg93U5J7RIkWaWmbVOm5NNBVpEhaT5sGzTNjSwrKBUrCgz+s6bq+SmLFc2FPiyiJLP4DR/ixO5fseRqxwDWf+Rlqlo2nrH/M4VlGvTse4xw+DQtG26loWkQURTQ/FWE+zrwBKuRFJX4UCeDnbs4eaKHpa1/gGcOnlY1i9+EJCs55VxZ21tpH+jhod/sRXF5UV1eJHkHqdgwZiqM7C5Bkl8knYqRjg2SjA2juHx4fSW4xCQPPfRgQQLqQw/9jIcefYaR/hOYeowf//gHCGoA3/Lfp0J2UTFFv8x0kpGuPRimibVwPaIoEQMy1p0ANGb+N9JJ5FkEbvgzyZonogOcinVz8NntPPnibmRZQcqkLTtkczmSrKAnoxkBhYQoSdi2haS4KalfiW0aDB5/lES4j0RkkMtu+ARub4iWtjP3oW7F7046PRHuo/2Zb9DffRjLcpRW4xU5sixPqcQ7NXQ0184SNqIo4lIkUPLJQx+YUciU/JWWllJevphkqg+S/dhqCeGDP6euppaSkiB1dQ05b6y5EmNn+xDe2Rvhle+/mpsuSwJXbViHIFwx5fJf+McvsKdrG96aVYiSQrB2OYGaZTy5ZydLt27jyg3rcvMePpUEYOWict578zVTrvNM7b7hOFu+83LBZ2/YeDmqsn7S+bMY/0A9m21O1p7KJ2mqvyfDHXd8mOuvf9sZ11NROsyx03F0U8ptt739MB5fCEZjVAfgdNhZxq0IfOzOW3PXQsfRE+zPcBSllfWsWlGZW+9PfvITOgY1EME2EqxZVMIXP/XgGQMLwCFys59PNm2q6zE7nti27dU5k3kzJffGX/8z8bSa7txPt47ZXitZomv73sN0DPtYv7gBIxIkUN7Iqx0Jrr28gYW11xWsLxQqY/fuXahqB/v37yMei5PMuzfpiLm2gI1LUxw1qs+XS9CdyYuMmbb9fm+OkBRH91MR8JHSKqipKSQXgUmvp8lepH33F7vpHIWy2sUsXrqA3aePIIkCzU0NLFzQyJUbs8fyunNG5mSJokhcB44DEI2nJ8zX2trGU888hxBantWL5lBfOXeLgTNBEAR8boXhSIpIXp8SKQMzYyHXUFMxbWVWXR4B6dZkSnxzU3O0trYhv/ACackZ/6lCglRSz73oKKKI84n29sMTlEmapuKTk7m2kfmieLT598kv4sJAEAQCXpXhSAqA0jnez4qYX5itbcgZ4tGwMj9QKR1zHn4fEgmHgDzX6keYqIAMBM4jAdnW1sajjz7KL3/5S44dO4bL5aK5uZl3vOMdGZXK6we1V9xOOhklER1iUBDwltdSV+9BkiRM08wkTwpIkkRpphJHEARESXJSVzOeY6IkYVt2zpPMaTuf26YBWOixIQZOPM0PfvBfPPnCdvqSIWxP+rOzAAAgAElEQVSlisTIELbXx74hDSms4Fl8CwFVyyS0SnRKMsfak6SiJ9HjexAECSOtkwifZuDIc5SU19C2aBFNTQsImwF8UpzOo/s5ffoUNTW1VFRU5BIZJ/NPrKtv5uGH76crQyCOjAxTU1NLc/NCVq5czamBMI89/jimJaFbAoYlIbsCKJoHUe5BlNsR5RqUihZEWWXxsvIzesEBBGuWTZiWHOxgYOAZdD2NIDglW7Ks5JJfU7FhIr2HKV+4AU9JNVqe5FgQJWR1bJuaL4Q8zstLklXKaidnavY98R8kI334S6tJJuIM9xzA0ONIkoRl2U5ZFiBKEqWlFcSio5imwdJrPkLloo1ULryigIDMR3l5Bbquo6oqico3ABAd7GToxHYa124GoOPFe7EMnSXX/hkA6WSE/b/5T4JVbSxYdxOldcsKvLHmi3x09kmmftWNubbqHjtu2URdgGDtCoK1Y23LTNOz/ymS0QGsdJzwYBemkcYTqMAfLGPBxjGC99BT/8niaz6KrLqpXTpGtkiKiyVvnjxVazrYtsXAq9/hpZccnz3btnlizwhqy2YqFlnoAwc5/vIPKVu8ClE+M2EoKS7KpvAoHI/ZkI8AgUqnVM3lK2fhVXfMatnJEKyZ6BuYDyPtKH4s00CSFPwVC3IlgdnrWBBEwr1H2PN//45opZBlBVmWKSkpnVSRczapl1O1N2y4kq1bX2bX7t0ogouROj+hy36H22+/Y4I3Vj7OV2laKFB4nkN+17QPsnd+6A4++cm/oPPQ45QteiOeuiuQFBeu6rV8+9fd7Ni9l4/c9SHiyTS9Q86AYdmC0jn3sdRf+BIg4FFQlZmV1M8n5kvNMt16sqVFkbieS9tVVZUT9mUgBpBsnYr0IaJyAyWxdqCFO+8cu7/8yb8/QyptsWbdVWy+wUkH7+7u5qXtB0mIawCoUAZwaSrV1dXTXluTEbnjp53penzTm64+KzJvfHsm5OJ8nKuzWcdUy06c7gzKV08cKgCFZZwz8cyba4LubNpQSE5n2zMlescfj6s3wg/+7xAjMYPTQ874wuuSc/eh86ki87qUjE6XDBk5sb/Nbas4eWKi+qKhwjdh2nzB75lIQOYTpF7X9MRKdciDIDiV+LXlnjlbSdXW1lFX4ePIUGZCapRVq1YXlX5FXBBk/abd7jGLilRKZ82KVh7dd4RkeizoxV1UQF5SyN4XoaiAvFhg19Yh1NQCOOrUeAJz1ep5SauOxZznCbf73BOQ4xWQ55WAvO+++7j99tu57bbb5rzRiwWl9Zedt215Q40YsT56O36D77IP4Qk5J9E7lSxr/PKl9ROm+StbqGy+AiM5wknbBE8lo7ZFstSHRx3GqFlJt5nGqF2CaRscigkIgoilQ8d+Adll4D4cJiVvJF5Sh6z5qFpWSSrczfHTh9jXvQP/wmupuHzuHn3pVBxFG/tSRAaO4y2tw7ZtLEPPpai6yhZhDzyDy6UiSR5SqSSJRBw56zNn6YjpEQDc/grKygsP3LqNb2Yg87eZiuILTjywwZrlE6YBGLHTGNF+RuP9WJaJSxVBDZBKpZCkQm+stJ6ktLSUuroGmmpcjAKqpxTVMzmR8Fd/9Ukee/oVXjzuxi04g+Eqb5K/+ZvbeGlfD/FYhBvvuoWmpmZ2HDjJyGiUBa0uPnDlx/nhj+4DUwdJLQj/yGLg2KuMdO0kbUJkoBPTSCKJElbOpwpEUXQ88OKOv5ggOJ5gsWgEBIHFm/6AUMNKwFHEpWJDiKLMaF8H/opmUpEBzHSMQNVifGWNuW0ffflHdO590lG8ubJ9s4klBkj0i6iam5rVN+FLdfChW65nX8QgnBq73Yx27yZYtyrXtkwDQ09gGilcvpBznZoGppGalNAWBBEtWEs0GuXIkXZeaY+QcjWPfVaxjFDdYkqaMqXGtsWxl39IZKSfdDKCKoskEnEk1Ut1y0aqWq5EUtz0HHia2NBJRMEmFh4kGRvB1OOongC+UD2at4xkdADb1HF7g6QNCz0xiplOoCoysWgYM+14fC28/PcI1l1G/9FXKWtanVO8ToasF9lU5eyjvUdQXD48weqC6d2vPUnXgacxUgk02SIyMoAkiRiGgW2D4g4SqltKOj5CZOAEwVA5orucxOBRqstLKC+vYPHipbnyZJj6oflsycCJBM7F6wXldcnIkphTCJQGph/E1dbWcc01v8P99/834WPP0LHjVzRe/h5CTZcjaX5eOHwK1z13c+W1Y6bTC2rm/uOtyBI+t5IrPxxPml5qCHic++doLMWePbtyD1aW5Zybwf6TLPDEKOMgSLB7966CEKASn0bvcAJLHDtO7e2HiInVYIGARQm9COexbHI+SaTftrLG2XjmrV9/RUHy5nzfy2ZCTs8WC2rGjN13tzveUV73hVEqiaKAN3OviSQmKiABrnrD1Tx3wklfbaxw0dmfxKtCdLSfoG/i+HU+4M8cj0hijBTNJ0h97ukfcVRFojrk4dRg/KzJ0rdsupwjv9wPwPtvfgerly2cZokiijg3yPpN7969C01TSaV0Vq1azSuvbMVKSSCOjT28RQLykkK+D2SJv0hAXjS4bCX84iFMARJ3/fG8kI8AiUQCOD8KSK/XiyzLGJkkbL8/OM0SU2PWd51vfetb3HLLLedlR881Bk7sRPOUOAbWgkBitBc9GUEUBCzLxLZtBECSJdLptOMXJwjIskxa1x1CB5BlyWnbNgigyDK6roNtI8oK1W1vQJIdVaPLE0TUxk5YbOgkgiihJ8IYehLLSGHbJoaexDB0BNvC5Q2ieEJonlIsy8AXcgZzVYscJZziyfMxFES81SvJp2xc/krOBM1biuYdI9DkisXAYqbKNTLTSQw9QToVw9DjmHoC29TRk1H0ZJTBzj2gDxGLRtATEfwVzWhuH4nIELHhLgRRQhDA6/FS3voWFm18HwB19Y3oukFtbQ3LL7ucEye7KF3URhKoKC9j0+Kr2NbjKB4/+pef4eljY3267c6P8e/37wKguaGGdYv+gL19zmflfpGBiEXz6t9Bt5iAb379PzjVfXxShQNM7o21YcOVlJZV8edffx7DHF90NIaa2lr8NZdhnXBMziVR4LN/cRuVJW4uHyeAGP8QE4/H+PWBNGkml9CnI90MndhRkGqZSKUKAgVsRJL6KHZmnmzbSuukUin2P/EVyuqW4CltpPvg8+jJCIqiYJpmRmUqABajo2FKKpuoWXQF6VSEkRPbaGhopLm5mTe/+ZpJj9EV65dQX+ckgnb0jPKL54+hyCIhNcav9mzh+MFfMTQ0QGR0GCOdyin0FM1LoKSMob4uRwmraISqFmDYMoYeY/17vuQcAMmNzydw5Eg7B09Xwzjuzle/HllzHij6dv6Y+KndJKKOjYIlitiWSSrWx9GXO+ja+TPSegpFUYjH47k0UUVRMPQ06fggiaETBWR0XBIBO2O3IKJnSv5M00A3LY6//AN0PYWu69jPC5RU1GMLKkZaByxcmkY0GnbI12QYt8tFIqVjWRai4PyYZD3HBGy8Xh8pAzwlNVQ2r8NKjXJy329y5dKWLRd4H/b19SMIAhXlIkePDqEqEqnYKF7StLW2sW7d+gLF4YUwtr9YSRNBEAj5NfpGnB/2kH9m5N6dd34YQYBf/OIhAp4UHS98D4wYoUVvwl3exnNHjjLsdpLwREGgsfLsHnhDfi1HQJZd4gSk3+vcB9OGnUtHtm0wcUiIdCICecOS8f5rAa9K73CCcGyMoGhtXUz6RcfsUyaFLBjEU8WyySIuPLa/9ATYQRBERuPOYP9CEZDgqGqiiXSB2jAfSd3M/b3A00fY6MdvR/ne955m5crVOauU+e2Tc0+InoUCEuADv7OYLa+d5m0bm6af+QxY01rO0qZSyoMuVi2d6IdZRBHnE+Nf8gLcffe30bSV5OuYU/HI5Cso4nWJ7MtagKC3WIJ9sUDMCExM25438hEcrgDOjwIy6y8+MOBIvgLq3Mckc/KA/MIXvsBtt91GQ0NDxmx9DHNNw7kQ2Pvrf8e2bVRVxeVyEY8nsCxzAgGTTWycTYpqfru8aQ2SrOHzBwg2tOS2v/+Jr3C6Yxtutwszo7QxTQNVVYlGY0iSiKpquFwuRkdHcqq2mrZNLH/rxybsj21Z9HZsobp1EwDDPQeJDnWiuYPIqgvTcIJGsG0kSURPxYkMdhKoaMbtC6EnIujJMNUtm5DzVIvtL3yfdOQ0QwPdJKIjSIJVYMA+WZqjLMuoko3q82InBhgd6UYQwJcxYM96KInCGHknSTI333wLay9fzz8/2I6vBOpqAnR0h6koC/HOG5aw7Z5XAFix5o08fWxvbtms3BygtipEXUUje/uO4VIlrlhWx2NbO9GtiV8Utyaxcf06YF3B9MnImMmmbVhaxYv7HHf4FQtDHDwxXEBIGqaNZY21/+EPN1BZMrPUzs2bb2J/+GU6TsUn/fwd11+L69oVMyZNJwsUcDxH4yjxoyxb0srixUtpaWmZ4CkWi0WIRCK4U8ew43GamhawePES/uqvPnnGktksFtUG+atbV+faHqOHn/70AWLhASK2haIohUrTRLggeCQZ7s19p4xUDFnz4gmUs2RJkM6TndiaM9jvP/g4FUt+BwBXuVNyL1pJgnKMlddeN2kQSTYEwTAMhoeH0PUUqZTO0qXLaWhoRFFUWlpaJhzXkZFhGhtrKS+v4ejRo5Ous6lpAYcOHeTkyU78PoVIJIyecEjQZEpEtExEbGRNQxAEXKqc22dsG4/bTf73RZVMjEg3kWNRvF4fixYtmrRcOuv9BkxapjjTZM7fZpTkEZAzUUBmcccdH2b16rX8/d9/BpdLY+DQ4/iqV6B6Q0jBhezvjAJQV+E965LpUMBFZ1809/eljEDeW/2EDoobLCRsnLJPt1L4Iig1jkjMDsRHY2O/FXV1dZRXVDDcB9gQjyeKZZNFXHD09HSzb+8uNG09qbzXyTLmGZY6t/C7FU5BQeBLPlLpsb51HN5LtTtzb3O7J6iR5wu+rAIyj3TMV0POlLANKnEWeU+jxwNQMvc+ulSZT75vzZyXL6KI+Ub+S95nn30aVVVRSBXMMzx4GjizvU8Rrx9kX8wIOC9ei7g4IEkZAtKc39/x86mABAiKUq7iNNTdhfbwz0jN4QXjrAnIf/mXf0HXdX7+859P+vmBAwdm3YkLhfe97/czXj0CiqLi8XimJGBmm6Ka33683U/KgmuuuQ4zepKtmeTShqpSrEgVfr+fSCSCbVu51FbTNLAsk5MnnVCcfPPzgeM7SEYGcPnLSUaHkGQVWfOw/zdfp7fjVfraX0BxB+jreBkrQ2jKspLbhqa58Hg8jI6OIAgCvRkCMRKJkk7rnNr/JCtv+Gs0XxnHX32Ak/uexOfzYSYTeFwqkiSPM2CfPM1xJsTYqFDDvoxS8Q//8I9oqK9nV/sAycx4sqPbSRVQZLGAuOsaKPRcHI6MGSu7NJlwpgwn4FFZ3FjCY1s7J70GSmeobJoKt92whOuuaMDjkikLuPj6T/ewu2Mw97lp2rnEq1BAoyo0uxtEZSgwJQH5tuveQnNeCedMSNPx7fe+9/1T+lWN9xS79967eemlF6isrEJVtbN6UM++mc2GNsDMSNOmpmbue2aQqA7rr3oLLRVhTvX150iI1uY6hk0dQVIRROf25hJTtK1eTTyemNLbLbuv2YCI7P9n8maTZTFX1rdq1dop1/nRj/45MOYLNt+eY9OdgwupcHw9I5RXuhKaZRnL2rWX8853vpsf/vA+IqNDHPrNV6le/ruUN1+ZC6ISUoPTrGV65PtAls2CJH09Ip+AXNi6nM7D2xG0oDPKBpYtbuF0x7aCcrP870bQ6xyf0Wihh11LSwvtfcdxe9zcddsfF8nHIi44sgESCskCAtLQoxesT748D9bJkEwZub81tfDFyrlKg/Z7JivBzldATv+Ik+8n+8wzT50ztWYRRVxoZH0hFVeK/LSohU0NF65TRcw7ss+FC2r8yNK5TUUuYuaQMufCtm2kZ57Cals8L0rIMQXkzMRNZwOhp5t8wzm/x4O0exfCho2z3pdZE5Cf/vSn52zSfLHhn/7pX+np6Z4xAQNz8wba8q2XSI0m8Xi9VNavYevJdgD+/Z//CVkSCoiJfNIj27fJiIgRPcXRkRGEkVc5emg7vmA5pUqUmM+HFe3isiUbOKUuo6vrJKFQGbYNXq8Pl0sjlUoVkJpZArGiopJ0Oo0oCgztuJukKTPQ08GCBc24XC7WrLl8ShJ2suM31THJn/b0ji72PX4YgJqMQWvWdy0fsiyiKhKlfo3hSIru/sKB+HDeQ6Vl2blBqN+rsGxBqMArLR9nmxAmSyKNVWPF6ne9czkPPH2EZ3f15PYlwz8iMPvvTYl/6v7NlhSZDLW1dVP6VY0vjz1TUu18bnu679RvDu3kwIlhDFumtbWNJ57ZAplD4XVJRE0DI69sXc4Um5zpIehclAKPX2f+vs6351gR849875zSOagL77zzwxw5cojnnnsWVbU5/vKPUDU3wXqHrB7oPkRPz8qzuu7yCchLXQHp946pmRYsWsr1V1/BC9sPc+I15wZ7w3XXoFy7bsr7UyCzfDju2KXkxjGZ+7PX4ymSj0VcFMgRBVoh2VddPvfQqrNFluybSgGZzFNAGnoCdVz4xbmwNciSonraIpU2nWqlDEGqZMaMZ0JPT3eBn6z7HKo1iyjiQiPrC/ny3k7ynZ0a6msuXKeKmHesX1pJeYmL6lkKXoo4t8gqIAGkF59He/ZpzJWr56Qe/K//upcDB17jU5/6TJ4C8twHQUvthwnm/bYHVA00FelIO8a5JiDf/e53z3aRixqzIWDmihxfa0P/iKPUCwU0GhscL8czbf9MqZo9Pd3cffdO7Hg1p0/3oigKbrebpqYFNDc3U1tbx7vedTOhkDNozU9onIpAfOyxR7n//v9GkUUE0qxYsQKPx8dHPvJnuW3PJxmST2ZnS8zTxkQCUsm8OagqdWcIyHEKyPCYAtKybCKxMQWkLIlsWFrFb3Z0TVjvfBv0ujWZ5QtC4whIZ7/mwtuXeCfvnywJOU+084mLwbNvrJRSd9I3W5fRkxG4GskYgRKFocTY/DLOA9O5eggq4tJE6VkoILP42Mf+EtM06Og4iqap9L/2CK7SJhTNy/F9z3DffWH+9m8/Ny99LAte2gTks795DDLvXh99/DeMrqhiwZI3wGuvAU6pUal/6vtTMJMGqactkrqJW3OGP1M7+BZRxIVBlih4YV8/KGPkQFXFhSMgJyt3zkcq4wGpyiKrFk8MvzgX4wZ/Xol1x7GTrFy2MOfxOhP1Y1Zpmo9zpdYsooiLAZs338TCJcf42i/GTPQ9WjGE5lKCIAgsqp17OEgR5wZSZMxr1YpFEUdGEF58Hn2W6sFoNMKnP/0JDMPgscd+RUmJMy44HwpIs7WNEmXsNzOoaZDSMefwbD0nBeSZ8MUvfnHWnbjUkSXZbBv6hx1mZKY+gGdCdpBq21BdXUtvby/vetfN3HDDmVVqZyI1syEK40ttz5XiKp+Uy1olpidRQCqyQ0BWlro52DlC9/gS7OiYp4lp2bkS7KwXxqaV1ZMSkKXnICFMksZ2yjTtnAJSnAMDORVBGvK75rS+SwFZT5Psg8aadZt4sdPxA/39997Mc/ujDB3qz80v2cmit1sRs0ZN5u2xKApUzPF+XVtbx5VXvhHLgl27tjM80If17FcpKyvD0hMMDw/R09M95+uypT7oBHq5FGrLzv3bzwuFnp5u9r+2C0F7MzYihi3xy8f+j1WJqtw8fs+Z/d7yvZDCMX2MgLSLFGQRFx82b76JQM1BfvxMT27aBQ2hcY8pILu6uqivL0y2zobQuFRpQvjFufrd3bl9C2TiEn/0k/vZuLqFqHcVMLNjlVWaus+DWrOIIi4WLGttBMYIyNHhPkr9xTLsIoo4l1AG82yXtm9HUhUwDVz33UNiFkKEaDSaS6E+daqHU6ecMcL5UEDatXUEa+vgiFO5GhBEzFWr51RKPmsC8ujRowVt0zQ5efIkoiiyZk3RfHkyZAlIC5uBTKhBRen8MNVTDfTOZsA336W2Z0JBOX/mOTDfzDyLLAEZnEIRODg6JnnLL8HOlt01VflZsTDEoc4RSn154RK++Scg8z03DMvKeUDOhS+cKsEsdIn7vZ0JwTwC0rLHyGaA1uZGdp04UjD/8iWLeOuGG4rkYxGzwrLmEO+9tpWmuiABr4oxiTJ7Jsjeoz//+c8CziAhnXL8SEOhsrNS21SVevjSH12JpkoTfNcuJbS3H0ZTVSTSGGicHoig1b+D3Z3Od9/nVqb1Osq/l47G9Al+vJeKtUwRlw5am+sgj4D0zTDV+Vzg0P7dkPGj/O4997Jm5fICr8SsAjJ7HzrX1RI9Pd0c79gP6gYAZM3H7t27CSxZAMzsWGVf4p8PtWYRRVwsUOTCscJ93/8uq4rep0UUcU4h1IxVM5iyBKIIiTTSa3sRd2zHmqHQK5VKTTr9fCggAXyr18BzTwPgevuNcyohhzkQkPfff/+EaaZp8pWvfGXCG9EiHOQqsC2bvmEnUEQTJy9jmQvOh3/duUL+I1+WqEskjQnzZX8wp3rIjiXHSMuT3T1EE87g0+/OpIEJAn/5nlXohsUjLx3nV1tOAGcfQjMZZHG8AtLZL1GcRwXkJe73diZklUymZRNPGjklpKY4JMz41LdN69dSWyxHKGKWEAWBt13ZlAsaOhvU1tbxuc99ga9+9V+JxeKEQmX4/X7i8cRZq23mqs58PSGrVBLkJEgaiq8SSfXlPlfE6VMF8wnI412naWsoAcjz6C2iiIsL5eNsFXwXSAHZ09NNd+cRUB11oeLyTfBKTKadcZumnJ9yzvb2w7iUsW/t6cEYlWqKgSGnzG2matHzpdYsooiLBT093QVtT9H7tIgizjnEUFnub9O2EXpPO9kQLheeb/4H6RmSebo+eRCc13ueUrCDJbm//U0L5ryeeYlHkiSJj3zkI3z3u9+dj9VdcsgKKw4cOU7adJ52dm97jocf/tkF7NXFgUIPSOf/eGoSAjKjbtGmMRWHwkTs/OACQRDQMkE2WZybEuw8BaRp5UrL56KwKSkqICcgmBccNBpNEYllAocyJZjjVaPn4hwXUcRskS3HrqiowuPxFG0BZoGsUimdcl7gCXIhMTMcs6b9PX3qiV/l/v6/J5/JzW8XGcgiLlJ4xqn44tGhC9KP9vbDaMqYVUH36QF0PcWRI+25abkSbO38KLFbW9sw9RjoowDovqVs37WX0Ywdz0w8ILOora3jTW+6ungvLuK3Au3th8ceuDLIep8WUUQR5wb5ITR6aQm2P4BVVQXJJERHUR78CeKO7dOuZ2oF5PkiIMcEPYFAYM7rmbd89ng8zvDw8Hyt7pJC1qtvKDzGWntVm927d014E/XbhkJOzvlBjCUnqkOzJdiqMv0lazI2aA94JhJ4DZW+3LrOhXoo3wPSyFNAzqXCT1WknFcZQCBDsi2s+e1V9OWf06OdPbkS7KzyMV8BKYxrF1HEhcTmzTdx111/zKZNb+Suu/64WPI0C2zefBNNjY5PlaIVet140l1n/D3t6enmtX27ELOBVHh45JH/Zfv2bbl5ivxjERc7Hv7pf1+QF9etrW1YejzX7h+OsG3bqwWERbYE2zWDl8TzgdraOhrqG+l/7ZcAiKqXytXvJ5p0rDIupF9mEUVczGhtbaM6vQOVONWCY6tW9D4toohzi3wC0hQk0DSE3tOIp06hHDiAum8Pvk/+Od5PfRLloQcRphjP6vrkBKTHc34IyJKSMQXk2RCQs66V+PKXvzxhWiKR4IUXXmDJkiVz7siljCzxZAtjh1vERCmm7U0aQhOftAR75gpISxxTx0xWstRSF+Qjm1cQ9Gl4ZvGWfKaQxUIF5JjAZm6PuCU+lUTKQFMlPnvbFfQNx1nSdOHSMC80XnruCcC5Af7vo49DoBVQcsRkPuHo96rTesMVUcT5xMWQJP96RVmolBMD/QW/pSR6qfH0IVpT/55m027dRIlRSlypJyLV8Y1vfJ3G9e/HGQoVKcgiLi6MJ9S9LvmClErW1tbRUFdN90BmgqhRX19PZ2dnLkQrHHV8tW1z8vKwc4GWlhYu62inP9qB6VuE5KvNfXZg3054S8t560sRRbxeUFtbxxWXLWT37q1omkq86H1aRBHnHPkEZPS2OzC/fw9SJIKQTCCIEkSjyMePIZ86hfLSc9geL/p1N5Betw6ztS0X9HKhFZCbNr2J6uoa6urqWLBg4ZzXM2v25ZFHHpkwzeVy0dLSwl/9f/buPF7Kuu7/+PuambNxgAMIgiAoKKiIkFCACmLu5paapHe3pmXe3oaIZVl206K3qbmUS27d0a1AQVCWeLvUnT8rQ+w2k13FBVnUJOXIepaZuX5/zLlmrm3OuWbOrNd5PR+P+w7mHOB7rsvrur7zmc/yla/kvZBw65iC7XqVT5zcJdgdPSD9SrBzCEDa1fp8v2EYmnTIvjn9PbmI2adgJ209IPN8f9uvd53e/WCPmhprtU9TvfZp6rn9H995Z6teWfd3qe44SYaitb20fXebFKnxLcEuxpAhAOWRvrdGMh8sHdDrfdUYbdrTyfPU6iHZJ7FKHxlHKNYwQL2GH6P4W7/Qe++9J8X2zytDHSimDRtek2EmZBqpfUzEMNOlkqUOFow5eJRWbEtKRkTDDxytofUDlEgk9MILz2vdurXaao6XYk3a+NYGPfro5pJkd1vX9eD4m3pt0/vqPeKo9Nde/tvzmjevWV/4wpeKvg6g2tD7FCitSCQTj4iPPVzJw8cptvHNVHJSa5uUSMgwTZktexXZ9r4UT6r+7ftV86dDlOzVW+YBB2jP7GuyBiBLlQG5zz776KWX1ioajXZreGPOAchnnnkm69esseBwsgJPNTW1SnQcotaWFk3kEydHzonZWQZkDvTDZpsAACAASURBVD0g7aL5Rv26IVbAHpCSNGxQo9a/vV1D92ns+ptDzj4NN6Fa7W4z1N5xU7cyH+0ByIaa/CYXA6g8NT7ZzGYyrj2tnffTtHpIPv74Y9od/1BNh52jaE2Dtu821fLhdtXvuz/5j6g4o0eP0aA/LtL7tRPUV6n+j+X64HrMmEMUfX6VEqpTrLZR0gdas2aNtmx5W2+99ZYGfmKcYjGpJmqULEvTfl03b96o9956WSOPvkSRWJ3Usk3Ll3+gU0/9VI/fZwN+qMYASicWy4TcEomE9l76RRnvbFLNqlVSIqlIMiHt2S3DMGRGojISrVKiXbGVL0u9e0urVyq6drWMfYf4/v2lyoCUnD9LvnKuTTzhhBN8X9+xY4emT5/e7QWFkRV4isUyWRuf/ewF9P+SKwOy4399h9BYGZBZpmBnU44ApP3fjCeSMpV/D0hJOnvaSH3+1EN00SmHFGJ5VW306DFqa2tTnVLlXruiw6RoKiN04xvrJUmPL/uNDDP139CWt19j2BMQErGYd8sy8ciJgfppnnPOefryl2erztyZfq22aXj6GdQe9/YeBspp6NBhmnLEgdq/5c/a13y1rIOrhg4dlu5HHTcjev/992UYpkzTUDQaUySa+uAv3ra3pAMtrOu6oaGXepn/1J418/TR33+i1h3vad99BzNYAwBQdo4BtfG4zKHDFD/xNCVGjJTZ0CBTkmkYUl29ZCZTGZHxeOrD8WRSam9V7LVXlVj1ku/f39BQ+JkWxRQ4hLl27VqtWbNG//jHP/TLX/4yMzmyw8aNG7V3796CLzAMrMDTnr17JSO1SVu18u8aN+bA8i2qQtiDctZ/U7s76QHpV1LdmWgZ+v/Z/81Ewsz0gMwzAtlYX6MZH+NTSimT8fDHFS/LbJomI5K5hW18fb1eemk/rVr1svrUjdMODVRTbKdWrnyt5D2zABSeXz/Xo6ZODTxMbOLESTr8kFF6de92xRr6K9p7qBoaGpSU1JalrAUop0oqldxv3wHasOUj9d9niI445Bi9+uor2rNntzZu3CijIwDZsmenWutLm6U5ceIknXXWuVqy5OdKxlvU1tqmIUOGqLa2rse3OQIAlJ+9B2QymarOaz3nPLVNmarYC8+r5v9eUGz1SkU3bpSRSMo0DBnRaCo7yzBktLXL7NNHLe3+1ca9elVXlWTgAOS2bdu0ePFiJRIJffvb3/Z8vaGhQZ///OcLuriwaG/vyKwwMm+eXnllvd55Z3KPD4pEHD0gpaRpqqXTHpC5BRTLU4Jty4AsQA9IOJ1zznkyzaSeXLFSiQET069v3rheDz20XgccMFL7GW9osDYqaiSUYNgTEAp+Jdi5Dpm69NIv6saf/K9a1V+NA0epqbZFH8alunr6xaIyVUqpZGN9qoqnoXc/TZ16iFavXqU+ffpqyJAhUjT1tdoaoyxZml/84pcUjRp68cUV6tdvH8VitQzWAABUBHsPyEQikf61OXSY2s/5jNrP+YyMd7aq4d4fKfr22zJ27VT01VdkJJNSPCHV1kpGRG0R/z1vaDMgjzvuOB133HGaNm2annvuuWKuKXRaW1s6fpWJQNXU1BAUcTE7go/uYT1S5o1nzhmQZe4BmShAD0h4TZ16tJ5//i/asHqDeg+fKpkJtX30jiL99tf27R9o4MB9FVXqBs+wJyAcYjHvPbTGpyy7M0OHDtMhIwZo1T+kRKSXWuKpqb21NbVd/EmgZ2tsSL1l2LU3nq5GWLnyZY0afZje7PieU046SWceO7Ys67vssst14YXn68UXX9bIkQezvwYAVAR7BqQ9AGlnDh2mPd+/TcY7WxV9fYOiL/6f6n7/pIxduxXZvl1qqFdLr0Zpy2bPn21sLF0PyELIuYtkZ8HHiy66SPPnz+/WgsKooaFe2tUi0xaAbG8nKCK5p2D7D6CR8p+CnWt2TCE4MiATyXQGJPHHwhk6dJj69RugltV/VHLn24rHExoyZIiGDz9Apmlqz55UH6rW1jayIICQ8Luf2++3QZ1+0nStWpDqo9PYb7D2NLdyfwa6YGVA7m5JVfVY5eEr176mN/+W2ucM2Xdg2dYnSfvvv78aG/srHmcAHQCgMgQJQFrMocMUHzpM8WOPU9sF/5Iu0Tba27V341vp76upqUlX2ZZyCE0h5DXGZvHixXr55ZfV1taWfu29997Ta6+9VrCFhUldXZ2kllQvwI43OWPHHkZQRM6yZNM0fQfQSLYekLGIDMk3S9JPNI83p90VjdinYJtKJq0SbN7hFtKll35RH330oXbv3qMBA/ZRnz59tGfPXl1++RWSVBE9swAUjl+2Yz4fMtnvxZlNIfdnoDONDc4ApJT6MNCo66clf3tBUu4fEgMAEHbOHpCdByDt3CXae267RVIqttS7d2998MEHkqRevUIegLzzzjv1yCOP6NBDD9WqVat05JFHasOGDRo2bJhuueWWYqyx6llvawwjkg6cfeq0M8q1nMpiD0AqewakNf3UMAzV1kTV2t71xWsY5Qn6RSKGDCOV0ZnKgMysB4UzdOgwHXXUdK1c+bLq6mo9E0IJPALh4g42GsqzzYbtjyS5PwOB9K5PvWVoa0+qPZ5QTSz1hsq+H6uvJQAJAIBdth6QuTCHDtOeoUMlSbW1dZow4Ug988z/SuoBGZCPP/64FixYoHHjxmn8+PFauHChdu/ereuvv1719fXFWGPVs8qMTZ/XejpnCbbpOwFbcg4fqKuJBApARrM0ai2FWDSi9nhSCdsQGs554VXShFAAxeUeQhOLRfK6rxpyPndSrwHojJUBKaX6QPbvk3pD1dJKABIAgGxise4HICWlq4/r6up0xx1366KLLtAxx0xXbW119THPOQD5wQcfaNy4cZJSARXTNNXY2Khrr71Ws2bN0m9/+9uCL7La+SVoEItKcZZgS3ta232/z156lxpE4/99duUov7bEooba4x0ZkB2vMQW7OCplQiiA4nJnQObb49f+/DXTKZD5rgroGewByN0t7erfJzU5vsX2gXAdAUgAABycPSDz71Hc2toqKRWAHDZsfz3zTHUOhs55996vXz+9+WZq3l1TU5Nef/11SdLgwYO1adOmwq4uJPwyNOgHmGI/NknT1N4gGZABN7ixMkb8rOzLeMJUkgxIAOg29xTsmgJ8yJSJP3J/BjrTu94WgNyb+RC4pS2zb6uvzau1PAAAoeUswfaPdQTR1pYKQFZbxqNbzjuFT3/607rwwgv1+9//Xsccc4zmzJmjc889VytXrtT+++9fjDWGErGoFPdhaM/yqYA9AzJok/O8eoMViDWZNeHoAclJB4B8+ZVg5yNieEuwiT8CnWusz7xlsLfLaW2zlWAzhAYAAIdcpmB3xp4BWc1y3r1fffXVuuKKK9S7d2994xvf0KBBg3TXXXfprbfe0g033FCMNVY9/xJs3u1I7gxIpYN1bnkFIPMszysEqzQw7ugBWbblAEDVK1QJth3xRyAYRwm2LQPSCkAakmpryrfvAgCgEhU+AFndc1dyzoBsbm7WpZdeKilVgv3f//3fhV5T6PgFG3mzk+LoxWWayhJ/rLoMSCv4ac+ApOweAPLnznh0Z0QGZb8VJxlCAwRSXxtVxDCUdA0M3NbcIknqVR/jw3UAAFzsAchksvtDaKq9BDvn3fsJJ5yQKVlCIL4BSDZpklxv+kxlTYG0Z7oE/YS9vBmQqZ8sniADEgAKwVOCXZAMyHSPjG7/XUCYGYahxoZU3sLullQGpGmaWvnGPyVJh47oX7a1AQBQqSKRzH61e1Owe2gJ9pQpU/Tkk08WYy2h5fe+hvc6Ke4hNH7hx1g04vi+2oAZkOUdQmMFIJOZIQecdADIW03M3QMyv3uqu/WHRAYkEERjxyAaqwT7nQ/26J8fpTIgJxw8sGzrAgCgUsVimaLj7kzBbmlJPW+rPQMy5xLs/fbbTzfddJMeeughjRgxQjU1NY6v33HHHQVbXFj4vbGhHDfFWYIt+UUg3W86q6EEO90DMpEkAxIACsCd8Zh3Cbbt19yfgeB6dQyi2dOaKsFe+Xoq+9GQdMRB+5RrWQAAVKxC9YDMlGBXdwZkzgHI119/XaNGjZIkbd++veALCiP/EuwyLKQCuY+NXwZk0ABkfW1ULbZpjNFo+QOQiaTJFGwAKICY656edwm2q/cwgGAiHR/sJjtSh9e+9aEkaeTQvmpqrO6MDAAAiqFQPSCtITT19T0sADl//vxirCPU/EuwCUZJ3mEAfm8G3VkudVl6QNZ5ApCV0AMykwFZxoRMAKh6heoBab8V0yIDCM6q3rGum10dpdhDBvQq15IAAKhokUgmABmPxzv5zs6FJQMyr917c3Ozfv3rX+vee+9Nv7Z169aCLSpsyIDMzn5ssiWiePt++f9nW+/KjCxvD0hrCraZnrJK2T0A5M9978/2LOiS/bmTJAMSCMraVlkfrJr0UAUAoFOFK8HuoUNo1q1bp1NOOUU333yzHnjgAUnS5s2bdfrpp+tvf/tbwRcYBgyhyc7IUgpn79/oDkAaWba69bXOhN7y9oD0G0JTtuUAQNXz9oDMcwiN7dfcn4HgrA+Nk+7APdcPAAC+7FWZ3QlAhmUITc4ByB/84Ac699xztWLFivRI8eHDh2vOnDm68847C77AMPDPgGS3JjmDiaYyn6bX2sqs3QHISJbAYl2tMwOyvCXYmQzIzJADzjkA5KtgJdg+H3xxdwa6lu4BmY4/WtcPVxAAAH6cPSDzn4JtlWDX1dV3e03llPPufeXKlZo9e7ai0agjoPIv//IvWrt2bUEXFxZ+8TK2ainuN4LWnjYaiaQzGN1vOrPF8erdAchylmBbGZDJpG0ITdmWAwBVLxZzDaHJtwTbJskNGgjMukzSJdjpL5RlOQAAVDx7D8jClGD3sAzIhoYG30yuXbt2keEVkGGQDWeJeHpAZsp6rMxHTwZklmPnno5d3hLs1JrjZEACQEFEIxHH/d/94VRQfr2HuTsDXcsMoem4cLh+AADoVCyWaRPXnQBka2sPHUIzbtw4/fjHP3a8tnPnTt10002aOHFiwRYWJu6AGYEof6ZpOrIFazsCip4ekEEzIMtYgm0FP1NTsFOvMQUbALrHngVZiCnYnb8IwC7i6gFpfWTMthYAAH+FGkLT2mr1gOxhAchrr71WS5Ys0dFHH622tjadeeaZmj59ul544QV97WtfK8Yaq557Y0YgKsNZgm17XVJtlgzIyYcNVm0s4nnz6e4BWc4p2PYMyCQZkABQEPasx1ieQ2j8go30sAO6linBtv43HYIsy3oAAKh0zh6Q+QUgk8mk2tvbJUn19dUdgIx1/S1OY8aM0RNPPKFly5bprbfeUn19vUaOHKkzzjhDjY2NxVhj1XMHnghEZThLsDMZkDKMdODRHWjs3VCjW//9aJmmqa/c+5f0694MyPJPwU4kkjI61s95B4DuiTkCkIXLgOT2DHQtM4TGOQWb6wcAAH+GYcgwDJmmqXg8vwCkNYBGqv4MyJwDkJI0YMAAff7zn1dzc7MikYj69u1b6HWFintjxj4tw5EBKclUZiLpxw4eqH98uFlHjNrH8+eaGr3NV+trnf85RyMVMAU7aSoasTIgy7YcAAiFQgQguRkD+XH3gKSHKgAAXYtGo4rH43mXYFsDaCSprq6HBSB37dqlG264Qb///e/V0pKqQ+/Vq5dOO+00XX/99erVq1fBF1nt3KVdBjXYGe5hALZqnvM/ebDOPOZAT2Axm0oaQmPvAWmVDEbYogNAt9gnX7vbcwTlmwGZ53qAnsRTgu3+AgAA8LACkPmWYO/evTv969ra6p6CnXMA8rrrrtOGDRs0e/ZsDR8+XKZp6u2339bixYt1/fXX60c/+lEx1lnV6AGZnf1YmKYpdzehoMHH1PdWUgm21QMyaesBWbblAEAo1Nju6/n2gPQvweYGDXQlXYKdTDeBlEQAHwCAzlh9IPPJgHz44Xn62tfmpH/f40qwn3vuOS1btkwjRoxwvH7iiSfqnHPOKdjCwoQekNnZj0XSlgGZzzHyBCDLWIJtTeBOJDJ9LSNEngGgWwpTgl2gxQA9jKcE2/oC1xQAAFlFIvkHIO3BR6n6h9DkvHtvbGzUfvvt53l96NChamhoKMiiwsYddyIAmeE8EqYyOZC5c0/BLmcJtpWZE09kfiZOOwB0T2FKsL03Y+7PQNfcJdjd2LIBANBjxGL5ByDdqj0DMufd+9lnn6358+d7Xl+0aBEZkNm43tmQCJdhPzRJ09bQPI9jVF/jTOjNtzyvEKzMnKRpKpGwApCceADojppCTMHmVgzkxZ0BaeGSAgAgO6sEO98ekHbVHoDMuQR7x44dWrp0qX75y19q9OjRisfj2rhxo95//33NmDFDX/3qV9Pfe8cddxR0sdXKMwWbdz9phmMITWZDm88R8mRA5lueVwD27Mv2eFISb3oBoLvsWY95l2D74LkMdM3dAzJd4UEIEgCArDIl2Mlu/111dT1sCM2mTZt06KGHSpKam5slSQMHDtTAgQO1bdu2wq4uJNzTj3mfk+E4FrYMyHxCkN4ekOXPgJSk9o4bTYQTDwDdYr+31uQ7hMbnXszdGeiatY8xnTNouIAAAOiElQEZj8dz/rMDBw7SP/+ZibPV1dUXbF3lkHMA0q/8Gp0jAzI7+6fmSVPd6pdYiT0gJSlOBiQAFIT93hrLswekL+7PQJesfQwl2AAABNedKdhNTU2uAGQPy4CUpI8++khvv/22WltbHa8bhqGPf/zjBVlYqLh2ZvSAzLAH5UzT7FZD8xpXOV45S7DtWTqZBAFOPAB0RyF6QPo9g7k7A11L94C0SrDJgAQAoEvd6QHZ3u7MmuxxPSAXLFigW2+9VfF43NGzT0oFINevX5/T3/fnP/9Z1113naZMmaIf/vCHjq898cQTuv/++7VlyxaNHDlSX/nKVzRt2jRJUjKZ1F133aXHH39cO3bs0Pjx4/Xd735Xw4cPz/VHKjp36S0ZkBnuY5Hey+ZxiNxDZ8qZARn1KQ3ktANA9zimYOf7IZPfzZgbNNAlqwdkZvtPD0gAALoSiaT2rPlkQLa3tzl+3+MCkA888IC+/OUv66STTlJ9fffqz3/yk59o6dKlOuCAAzxfW79+va677jrde++9mjp1qp5++mnNmjVLTz31lIYMGaKFCxdq2bJl+slPfqLBgwfrhz/8ob785S/rt7/9bcUF+CjBzs45BTuTAZnPZjbiCjhWwhRsO3pAAkD32O+t+ZZg+92JuTsDXXOXYHfnQ2MAAHqKWCwVdstnCI07AFntJdg5797b2tp0+eWX66CDDtKwYcM8/5eLurq6rAHIJUuWaMaMGZoxY4bq6up01llnacyYMXrsscckSYsXL9Yll1yigw46SL1799Y111yjN954QytXrsz1Ryo6d8CREuwM5xTsTA/IfN4NugN80UhlTMG2sEEHgO5xlmDneVMlARLIS7oE23SVYAMAgKy6U4Ld1tbu+H1jY++CrKlccs6A/NSnPqVnn31Wxx9/fLf/8Ysvvjjr19auXasZM2Y4Xhs7dqxWr16tlpYWvf766xo7dmz6a71799YBBxyg1atX62Mf+1igfz8SMTxZc8XgDkYZhlHW/oSVpMaWwWJEjHRA0jCMQNkts847Qvf+arWmHj5YNTXOITS1NZHCDinIQa1rII6U6klZrvWg8KxrmGs5vDjHlcd+b62vi+V1T63x+TORgM8cVB+u48JJZyCbzgzkaLT81w/nObw4t+HG+e0Z3OfZfr57wnvkTAAymfPP2taWmrty5JETdffd96mhoYeVYF911VX67Gc/q5/97GcaNmyYJ7vv5ptvLsjCmpub1dTU5HitqalJr7/+uj766COZpun79e3btwf+NwYMaCxJOXRDgzNN1jCkvn0biv7vVoNITeY/wcZetaqtS/0+FjXUv39jl3/+lKNH6RPjhqpf7zpPMLmpb0Ogv6MYmna0el7r1au2bOtB8XAthx/nuHL07Z3ZdA3ap7d698q9DCVaW+N5rbYuxv055LiOu6+h43ozJfXvn9lD19dXzv6G8xxenNtw4/z2DNZ5TtjOd58yvmcvldqOvWcsFizGYdfWlirB/td//ZymTZtS8LWVWs4ByK9//evatm2b+vfvr61btxZjTWnuITe5fr0rH364uyQZkK2tzrRZwzC0Y8fevHoAhM2uvZljs2tXq1pbUr9PJk1t37470N9hSProoz2e1/fubQv8dxRa695272ut7WVbDwovGo2ob98GruUQ4xxXHvskwF27WtTe6r3XdmWXz/25vS3B/TmkuI4Lp63jekskktq+fbeSydTxrIT9Dec5vDi34cb57Rnc53nnjr3pr+3csVfR0O/BUjGnPXtacnpeJhKJ9LM2Hg8eHymXIMHVnAOQL774oh577DHfvo2F1L9/fzU3Nztea25u1oABA9SvXz9FIhHfr++zzz6B/41k0lQyWfwGNu44acRIbd7icW6ySduDJp5IOs5HIY5P+Y6x978rM1nO9aBYuJbDj3NcOWpjqRKWaMSQYeZ3T/V7g2PK5ByHHNdxAXRsbZJm6nqx9rdmsnKuH85zeHFuw43z2zNY59m+F+sJ596agh2Px3P6WffubUn/OharDcVxyrnYfujQoRo4cGAx1uIwbtw4rVmzxvHa6tWrNWHCBNXV1Wn06NFau3Zt+ms7duzQpk2bNH78+KKvLVfuHEumYGd4h9AUTqyM0378htAwfAgAumfSmEE6YtQ+OvfYUXlXMDAFG8hPZgp26n+ZQQMAQNcikdQH6Llm+donYNfUeFsIVaOcA5Bz587VLbfcojfffFOtra1qa2tz/F+hzJw5U8uXL9ezzz6r1tZWLV26VBs3btRZZ50lSbrwwgv1yCOP6I033tCuXbt0++2367DDDtMRRxxRsDUUijveSADSn2ma6U/TC3GMytnM2O+NMecdALqnb2Otrpk5QadN7U4VBiFIIB/W3sZ0Vw9x+QAAkJU1hCaRyG0Ktn0Cdm1t7n3PK1HOJdizZ8/Wnj17tHTpUt+vr1+/PvDfZQUL4/FUT6f//d//lZTKdBwzZoxuv/123Xzzzdq6dasOPvhgPfjggxo0aJAk6YILLtC2bdt00UUXaffu3ZoyZYruvffeXH+ckoi4Ak9kwmXYj41p+/+FOER+WYil4j7nkjcQDQAoPb97MfdnoGvW3iaZrr229mxcQAAAZBOLpcJuuQcgM4Nta2p6aADyW9/6VsH+8dWrV3f69ZNPPlknn3yy79cMw9Ds2bM1e/bsgq2nWMiAzM5+KJK2DMhC7GUrLwDJeQeASsTdGeiatY8xXSXYbG8AAMjOKsFOJnMNQGYqjHtsBuQ555xTjHWEm2tnxkYtw3EsbD0gC5IBWcYSbIMekABQkXyfwdyfgS5Z+xhrYKB7yCIAAPCy4hK5ZkC2t2dKsHtsD0hJ+tWvfqWLLrpIJ5xwgqRUZPahhx4q6MLCxB14IhMuwzmExj6FpvvHqJxDaPz+ac47AJSfX7koJaRA16wPV0117Nms17l8AADIKv8ekJkMyLq6uoKuqVxyDkDOnz9fN910k8aMGaNt27ZJkrZv366f//znBCGzcAeeyITLcJZgS6bVA7LKS7D9/m026ABQAciABPLi6Ntt2oOQXEAAAGSTCUB2Zwp2OEqwcw5ALliwQPfdd5/mzp2bDqwNHjxY99xzjxYtWlTwBYYBPSCz8xwLawp2Af5upmADANyIPwL5iTg+NLZlQJZhLQAAVAurB2QiEc/pzzmnYPfQEuz33ntPU6ZM8bx++OGHpzMi4eQu7fIbUNJT2Y9E0jQLWYGtaLTShtCUYSEAAAemYAP5sfe3TiYzgwO5fgAAyC7/EuzwTcHOOQC57777atOmTZ7X16xZo6ampoIsKmy8GZDlWUclMjzlPB2vV3sPSN8hNJx4ACg/ciCBfHhKsMu4FgAAqkUslpr93J0ekGGZgp1zAPLEE0/UnDlz9Oyzz8o0Ta1du1aLFy/WVVddpdNPP70Ya6x67tJbSnGd0ofDNFXIGuxopIwl2D7nmAAkAJQfGZBAfgxPCbbVt5sLCACAbKzWcMkkU7ADR2geeOABSdI111yjMWPG6Morr1RbW5vOO+883XjjjTrhhBP01a9+tWgLrWZkQHbOynZM2j5NL0wPyPIdaMPnyuK8A0Bl4vYMdM3+QWrStJVgl2k9AABUg0wPyNyG0IRxCnYs6Dfef//9uuKKK1RbW6tbb71V119/vd5++23V1dVpxIgRamhoKOY6q5p7Y8YnxU6GIcmagF3AfkLlnILt3wOS8w4A5eZ7K+b+DHQpawk2lw8AAFnl2wMyjFOwAwcgTdPZ6aWpqUnjx48v+ILCyB14ohTXyeiIQDr7CXX/GJUz4Oc/BbsMCwEAOBSixzDQE9mrO5JJmkACABBE/kNo7D0ge1gJNtlb+XPHojiUTtbxME0zHeiu9mMUMQzPz0DgGQAqgF8PyNKvAqg67hJsC9cPAADZWQHI7vWA7GEZkK2trZo2bVqX3/fcc891a0FhRAZk5zIBSNtr5VlKQUUMQwn7Bj0MPxQAVDnfWzH3Z6BL3hLsAvbNAQAgpKwekPF4PKc/19bWmv51WKZgBw5ARqNRXXDBBcVcS3iRAdkpK0Br2hqah+HNYCRiKJG0ByBD8EMBQJXzuxdzdwa6Zr927CXYXD8AAGRnTcHOvQS7vePPR9NZlNUucAAyFotp1qxZxVxLaLkzHo0yDkepRNbhMGWfgl39x8jdB5L4IwBUho7ZZ7bfc4MGuhKx94A0zcyejcsHAICsYrFU2C2ZzG0KtjWEJizZj1IOPSCRP/e+jBJsNysDUpk67BAcIk/gmfMOAJXBfTvm9gx0yXCUYJsyGUIDAECXrBLsfIfQhKX/o5RDANI9BRvBEXjqXDoD0v5petlWUzhRVwYkia8AUBncb4L7eAAAIABJREFUGY/cnoGuOYfQSFYeMftcAACyy3cKdiYDMhwTsKUcApBPPfVUMdcRakxD7lymB6S63U/oxEn7S5L26VvX/YV1k7cEm/MOAJXAczvm9gx0yVGCnTTDVLQCAEDR5BuAtHpAhikDMnAPyKFDhxZzHaHmfqNDHMqfmZmnmPdBOv+TB+mQEf01ev+mgq0rX+4AJIFnAKhM9IAEuhZxlWCncfkAAJCVNYQmmcw1AJmagt0jA5DInzvzzR2Y6ukyJdiZDW2+R6gmFtWkQwYVZmHd5O0BWaaFAAAc+GAQyJ3hKsHOZEByAQEAkE3+PSBTGZB1deEJQDKEpgR4o9M5a0ObtH2aHoZjRAk2AFQq7sdAruzbmmTSUbcCAACysEqw4/H8ekCGKQOSAGQJeJrdE4hySB8O26fpYeAtwS7TQgAADnwwCOTOvq8xZWb6dnP9AACQVSyWKjzOvQS7Bw+hsXv++ef1jW98QxdffLEkKZlM6oknnijowsKEITSdcwyhcb1WzaKeEuzq/5kAIAy8M2i4PwNdcZRgJ9PxR64eAAA6kW8Jdnt7+IbQ5ByAfOKJJ/SlL31Jzc3N+vvf/y5Jeu+99/Ttb39bS5YsKfgCw8DTC7BM66hU1uFJmqazqXmV85Zgl2khAAAnpmADOYs4ekCGZ78GAEAx5T8F28qA7MEByAceeEC33XabHnjggfQnoUOHDtVdd92lefPmFXyBYeAt9eKdjp098yT9aXoIDhE9IAGgMnlao5RpHUA1idjeNTinYHMFAQCQjTUFO/cApDUFuweXYG/atEknn3yyJGdA5aijjtKWLVsKt7JQcb3RofOmgz0DMv1amdZSSMlE3PF79ucAUCHIgARyZg/cJ5Ph2rMBAFAsVgakmWPFZ2YKdl1R1lUOOYfC+vfvrw8++MDz+ltvvaXGxsaCLCps3MNH6AHpZB0O0z6EpsqP0a9/vUT//Oc2x2ucdwCoDPSABHJnr+ywByC5fAAAyM7qASnllgXJFGxJRx99tK6//npt2LBBktTc3KznnntOc+bM0Sc/+cmCLzAM3KW3xKGc0sfH7JiqqOrey77zzlatWrVS0Yjz8nIHJAEA5cEUbCB39g/UEyGrWgEAoFisDEgpvwBkj56Cfd1116mlpUVnnnmmWltbddRRR+myyy7T0KFD9Y1vfKMYa6x6TMHunHU0kqkIpPPFKrRhw2sdn1I406u3bN5UngUBAFyq+CEDlIl7Crbf6wAAwMkegIzH4518p5NVgh2mDMhYrn+gb9++WrBggV555RW9+eabqq+v18iRIzVy5MhirC8UGELTOet4mI74Y/Ueo9Gjx+jPf/5/MmqdAcgRI0aUaUUAADtPCXb1PnKAkslagg0AALKKxTJht2QynwzIHhaAtMZ/240aNUqjRo3yfE+YDk6hUILduUwPyEwTyGo+RkOHDtP48RP09DrnzWXw4MFlWhEAwM77jKnihw5QIo4SbPsQGi4fAACyithas+VSgt3aGr4p2IECkOPHjw+ctbd+/fpuLSiMyIDsXMQnA7LanXvu+Vq3Y4Ve27Ir/RrnHQAqE3dnoGv2fYxJD0gAAAJx9oBMdvKdTu3tqRLs2trwTMEOFID8/ve/T/CkG8iA7IItA9Laz4bhEDU01EvKBCDd09ABAOXBcxnInb2HecIxBZsLCACAbPIdQhPGKuNAAchzzz232OsINfe2jCE0Tla/R9Oxl63+Y+Q+z2H4mQAAQM+UrQckuxsAALKzByDz6QEZphLsnKdgm6ap++67TyeddJLGjh2rsWPH6rTTTtPDDz9cjPWFApkWnbP2s6ZMR0lPtYtEOO8AUIlojQLkzn6ZODMgS78WAACqRSSSbwakVYLdwzIg7e6++24tXLhQ55xzjg4++GAlk0m99tpruvvuu1VXV6cLLrigGOusau7SWzIgXdIl2LaXQnCIvAHIEPxQABACninYZVkFUF3s+9ckPSABAAgk3xLsTAZkDw5A/va3v9X999+vSZMmOV4/6aSTdNNNNxGA9OHNgGSrZmekh9CYClECpKKuAGTO6cYAgOLwpECWZxlANclWgg0AALKLxTIByHfffVcjRhzQ5Z8xTdPWA7IHl2B/8MEHOvLIIz2vT548WVu3bi3IosKO+KNTxJYBaW1nwxCkJQMSACoTGZBA7uzbGEcGJPsbAACysmdAnnnmyXr22We6/DPWBGwpXFOwcw5ADh06VGvWrPG8vnbtWg0cOLAgiwobhpF0Lp0BKaXrsMNwhLznvUwLAQA4eSKQ3KCBrjhKsMmABAAgkEGDBjt+/z//s6zLP/Puu++kf92vX7+Cr6lcci7BPuuss3TllVfq4osv1ujRoyVJr776qubPn8+07Czc72vcPSF7OutwmKaZzoAMQwSSDEgAqEyeD4jKtA6gmmQLQHL9AACQ3RFHjNf8+Yt10UWflSStW+dN6HNbt25t+tdjx44r2tpKLecA5OWXX65EIqF58+apublZktSnTx999rOf1dVXX13wBYYBPSA7Zx2PpL0Eu3zLKRh3AJLAMwBUJh7LQNccU7BNpmADABDUKaecpjlzrtWPfnS71q9fJ9M0O40LrV27WpJUV1enUaMOKtUyiy7nAGQ0GtWsWbM0a9Ys7dy5U62trdpnn30IqnXC0+ueQ+VgZFIg7U0gy7WcgqH0HgAqE7djIHfZhtAYRCABAOjSYYeNlSTt2rVTmzdv6nQYjZUBeeihYxWL5Ry2q1h5/SQffPCB3nzzTbW2tnq+Nm3atG4vKmy8Jdhs1Oyc8cfw9ID0TMEmBRIAKoK3BST3Z6ArWUuwuXwAAOiSvZR63bq1XQQg13T8mcOLvq5SyjkAuWjRIv3nf/6n4vG452uGYWj9+vUFWViYuD8Z5o2OU6YEO5MBGYZD5O0BWaaFAABc6AEJ5MpRgs0QGgAAcnLQQQertrZWbW1tWrdujU499VO+37d792699dabkghA6p577tEXvvAFnX322aqvry/GmkKHEuzO2Y9HmLazngAkb3EBoCJ4nsPcnoEuGUZqJ2Mq1bc783q5VgQAQPWIxWIaM+ZQrVmzSuvXr8v6fa+8kuoRKYVrAI2URwBy9+7dmj17dqjq0IuNITSds46Haab+z/5aNYt6znuZFgIA6BQfEAHBRCKGEkmTHpAAAORhzJgxWrNmVTrD0Y/9a2PGHFqKZZVMJNc/MGHCBL3zzjvFWEtoeXtAlmcdlco6PknTlELUA9I7BTsMPxUAVD9ux0B+0m1zkkzBBgAgV/X1DZKk9vb2rN9jb3fY0BCuquNAaYz2gOMVV1yhG264QRdddJH2339/RSLOGObIkSMLu8IQIAOyc34ZkGHYzNIDEgAqk7c3c5kWAlSZiOND4xQuHwAAgolGUyG4RMI7U8ViD0BGItGir6mUAgUgjz/+eEfQzDRNPffcc57XGELjz53xyBsdJ+t4mOkZ2OHYzLozHgk8A0CFcD+Xy7MKoOoYHZtahtAAAJC7aDSVwJdIJLJ+j/1rYWt9GOineeSRR4q9jh6FUlwnKxPFVoGtMLwdjEbJsAGASuS5HXODBgKx9rD2DMgQbNkAACiJaDSV0Rg0AGl9f1gECkBOnjy52OsINTLhOpfOgDQzOZBhOETu807gGQAqhPu5XKZlANXGquoxGUIDAEDOrIzGzgKQyWQPD0DaNTc36yc/+Yk2bNiglpYWx9cMw9DDDz9csMWFhTvuRBzKKWJ4MyDDcIjoAQkAlcmbAVmOVQDVx/oQ3V6Czf4GAIBgrJ6OnQUgnT0gc54bXdFyDkB+4xvf0EsvvaSJEydq4MCBxVhT6DCEJphUBmSHEBwibwAyBD8UAISA54PB8iwDqDrW3iZJD0gAAHIWrAQ7KSl8/R+lPAKQ//d//6ff/OY3Gj58eDHWE0ruNzbuoTQ9XaYEOzMFOwzlPPaSa2KPAFC5+IAICMa6VBxTsLl+AAAIJFOCnX0KthWcDFv5tSTlnM/Z2NioIUOGFGMtoUUGZOfSJdi2/x+C+KMjA5L+jwBQOXgOA/mJ+JVgl2sxAABUGaukOkgPSAKQki688EItWrSoGGsJLff7HDIgnZxDaDpeK9tqCicasWdAhuEnAoBwcN+RuUUDwaSnYFOCDQBAzjIl2Mms32P1gLT6RYZJXkNoFi5cqEcffVQHHHCApynmHXfcUbDFhYUnA5IIpJPfEJoQHCJnBmQZFwIAcKIHJJCXTAm29zUAANA5qwTbPmjGzcqOjMUIQGrdunUaOXKkJOmf//xnwRcURt4p2OzU7CI+GZBheDtI2TUAVCbvFGzu10AQ/kNouH4AAAjCyoC0yqz9hLkEO+cA5I033qgDDzywCEsJL08GZJnWUakMWw9Is6OpeRjeC9ozIClUAoBKwnMZyIdvD0guIAAAArHKqoNMwaYEW9Kpp56qESNG6Nhjj9WMGTM0ZcoU1dbWFmNtoUEGZOeso2GaYcp/dAUgiUACQMXwPIbD8NABSsB3CnaZ1gIAQLWxyqo7K8G2vkYGpKQnn3xSK1as0PPPP69rr71Wra2tmjx5cjogOXz48GKss6q5S3HpB+hk7yeU3s+GIEjrPO9EIAGgUhB/BPLjW4LNBQQAQCBWUNE0TZmm6ZuclukBmXO4ruLl/BONHDlSI0eO1IUXXijTNLV+/XqtWLFCS5cu1U033aT169cXY52hQgakU/p4mArZFOzMr8mABIAKQmUCkBe/EmwAABCMvaw6kUj4BhmtHpCUYNu8++67WrFiRfr/WlpadPzxxxdybaHhznh0DQ7v8Rwl2FakLgTvBe0T4glAAkDlMMLwkAHKwL8Em+sJAIAg7GXV8XjcNwBpZUBGo+ELHOUcgJw7d65WrFihXbt2adKkSZo8ebIuvfRSHXLIIWQQZOEZQsNxcrCORzJkGZDOITREIAGgYrgzIMuzCqDqWBmQJiXYAADkzB5wzDaIJh5nCnba0qVLdfDBB+tzn/ucpkyZosMOO6wY6woVhtB0LnM4MhHIMHyaHuU8A0BF8tyduV0DgVgfrjqmYJdrMQAAVBl7UNEqtXazXqcHpKS//OUvWr58uZYvX65HHnlEe/bs0eTJkzV16lRNnTpVo0aNKsY6q5o7mMZGzckKyJqmLVMwBAfJngFJAiQAVA5PZUIYHjpACfiWYHP5AAAQiL1NW7ZJ2FZmJD0gJQ0YMEBnnHGGzjjjDEnSxo0b9Ze//EW/+MUvdOONNzKExod7Y+aeit3T2TezYeqVaO/1GaIfCwCqnrcyoTzrAKqNtYd1TMEmgA8AQCDOEuyk7/dkekASgEzbsGGDXnjhBb3wwgv661//Kkk67bTTCrawMPFkWoSvl2i32DMg06+VaS2FRKAZACoTd2cgP35TsNnuAAAQjD2omL0HZLzje8MXOMo5ADl79my9+OKLam5u1hFHHKHp06frsssu0/jx4+ltmAU9IDtnHQ5TtiBkCA5RGG8YABAKZEACeUlXrdADEgCAnDkDkP4l2FYPyGiUHpBqbGzUf/zHf+iYY45RU1NTMdYUOt4S7PKso1JZh8M0TVnFymHox0UGJABUJm9vZu7XQBBWf+tk2MpWAAAoAXtQMVsGpFWaTQm2pJtvvlmbNm3SwoULtXnzZknSqFGjdOaZZ2rIkCEFX2AYeEqwCUw5ZEqww1XOEyEBEgAqk/sZE4JnDlAKfj0gCeADABBMkBLsMPeAzDlEsnz5cp1++ulasGCBNm7cqLfeeks//elP9alPfUqvvvpqMdZY9dzbMjLjnNIl2Ga4hrVESHUFgIpE/BHIj+HTA5ILCACAYOxt2rKVYFuvhzEAmXMG5F133aUvfvGLuuqqq9IHpL29XXfeead+8IMf6Kc//WnBF1ntDCP12XB6q8ZGzSFiG0JjJUGGIUZLoBkAKpPn7sztGgjE+myV+CMAALlzlmD3vCnYOWdAvvbaa7ryyisdB6OmpkZXXXWV1q1bV9DFhYptd0Zgyp+pcJXzkAEJABXK3RolBM8coBTSPSAZQgMAQM4owc5RY2Oj9u7d63k9Ho/T27AT9qAjh8nJmQFppUCWcUEFQgASACoTd2cgP4ZPD0gAABCMPagYj2crwQ7vEJqcA5ATJ07U3Llz9f7776df+8c//qFvfetbGj9+fEEXFyb2oCOBWqdMD8hMDmQYjlCUACQAVCT3Y5jHMhBMpgTbXoPNBQQAQBD2EuxkMlsGJD0g0775zW/qkksu0YwZM9S3b19J0o4dO7Tffvtp3rx5BV9gWKSCjqnNGnEpF9sQGvdr1YxSewAAECaUYAMAkD/nEJquSrBzDtdVvJx/ov32209PPPGE/vSnP2nTpk1qbW3VyJEjNWPGDNXW1hZjjaFg35yRAemUKcE205+ih6EfFyXYAFCZ3M9hnstAMBGfKdhcPgAABOMswe55PSDzDqkedthhGjdunAYNGlTI9YSW/c0NmXFO6RJsSUZHGmQYDhEBSACoDtytgWAMvxJsAAAQSCzWdQm29bo9WzIscgpA7ty5U7fddpv+53/+R3v27JEk9evXT5/+9Kc1e/ZsNTQ0FGWRYeAIqPFOxyUzhCZMx4ZAMwBUJm7PQH7sgwMtZBADABBMJNL1FGwrM9L+vWEROADZ1tamiy++WDt37tSsWbN08MEHKx6Pa9WqVVqyZIleeuklzZ8/nzLsLMiAzC6S7gGZiUCG4RAxhAYAKpP77hyGZw5QCgZ7GwAA8hZsCnYqAGnPlgyLwDmdv/jFL2Sapn7zm9/o0ksv1fTp0/XJT35SV199tZYtW6Y9e/Zo/vz5BV3cmjVrdPHFF2vSpEmaPn26fvrTn6a/9sQTT+jMM8/UkUceqXPPPVfPPfdcQf/tQnP2gCzbMiqS4fNpehhSISnBBoAK5XkQc78GgvDb2rCvBQAgGHsAsushNOHLgAwcgPzd736na665Rr179/Z8rX///rruuuv0+OOPF2xhzc3NuuyyyzRhwgQ999xzmjdvnhYuXKgnn3xS69ev13XXXadrr71WK1as0CWXXKJZs2bpvffeK9i/X2j2zRkZkE6ZHpBmRxZkON4KEoAEgMpEBiSQH789bBgGBwIAUAqxWCao2HUPyB4cgNywYYOOOOKIrF+fPHmyNm7cWIg1SZJefvll7d69W3PmzFFDQ4NGjx6tL37xi1q6dKmWLFmiGTNmaMaMGaqrq9NZZ52lMWPG6LHHHivYv19o9hJs3ug4WYcj6egnVJalFBQl2ABQoYxOfwsgC98SbC4gAAACcfaATPp+j1Wa3aN7QLa0tGjAgAFZv15bW6tk0v8A5svd1LqpqUnr16/Xrl27NGPGDMfXxo4dq9WrV+f090ciRsmy1Oz/jmEYoZxolC/rWJimKbNjFxuJGIrFqvcYpX4m539b1fzzwMv675ZrObw4x+HlzuKKxiLco0OK67iw/D5cjUXLf/1wnsOLcxtunN+ewX2e7ec7WgHPkFKqq6tJ/9o0E74/uxVXq6mJhu7YBA5AlnrC3ZFHHqmGhgbddddd+vd//3dt27ZNP//5z/XRRx+pT58+ampqcnx/U1OTXn/99Zz+jQEDGkv2c9k3bBHDUN++TAy39OplDS7KFPH0aqhV//6N5VpSQXy0q9Xx+2r/eeCPazn8OMfhU1vr3P706V3PPTrkuI4Lo1eDd9hk376Vc/1wnsOLcxtunN+ewTrPCdv57tO3oWKeIaWwZ0/f9K8bGmp8f3bTTAUgGxvDd2wCByDj8bh++MMfpnv0+cnWRDMfTU1N+vGPf6xbb71VCxYs0OjRo3XuuedqzZo1ktTpOoL68MPdJcuAdKzXkHbs2Js15banaWlplySZSVPJSOa17dt3l3FV3RONRhSJOVOmq/nngVc0GlHfvg1cyyHGOQ6v9nbnfmXX7hbu0SHFdVxYbW3eiZ07d5b/+uE8hxfnNtw4vz2D+zzv3LE3/bWdO/Yq2oP2YDt3ZpKUPvpot+/zs7093vG/ybI/X3MRJFgaOAA5ePBgLVu2rNPv2XfffYP+dYF8/OMf15IlS9K/f/rppzV48GD1799fzc3Nju9tbm7utETcTzJpKpnsfiAzCHumZcQwlEgkFY9zk5Uywdmkaco0jfSvq/341NY4L69q/3ngj2s5/DjHIeT6EDOZqP5nDjrHdVwgPtvmRAVdP5zn8OLchhvnt2ewzrM92NzTzr0V75CktrZ235/d6gFpGJHQHZvAAchnnnmmmOvwaG1t1RNPPKGTTjopPXn7L3/5i4488kj17ds3nQlpWb16tU4//fSSrjEX9krvMAxYKST79EQz/Vr1YwgNAFQmd/sVnstAMIZPKyquHwAAgrFPwc5WQWy93qOnYJdaTU2N7r33Xt1///2Kx+N67rnn9Nhjj+nzn/+8Zs6cqeXLl+vZZ59Va2urli5dqo0bN+qss84q97KzsgfZ3M3vezorTpc0TVsEsvqPUanK+wEA3cX9GgiCPSwAAPmzBxWzDXFOJlMByFgsfAHIwBmQpRaJRPSjH/1I3/nOd7RgwQINGTJEt912mw4//HBJ0u23366bb75ZW7du1cEHH6wHH3xQgwYNKvOqsyMDshMdByQVf0xFIMNwiAhAAkBlcj+HeS4DwfgNb+T6AQAgmEgkE1S0Sq3drBJ1+/eGRcUGICXpiCOO0K9//Wvfr5188sk6+eSTS7yi/DkDkOzU7ByHw/R5rUqRJQAAlclTgl2mdQDVxu+zVYMrCACAQGKxTAguWwm2FZikBBt5cwyhITPOwR6oSxZgunml4DwDQGXy3J25XQOBsLcBACB/9qBitgCkVYJNABJ5swcg2bplZ7VBIEsUAFA07hJsnsxAIJRgAwCQP2cAMlsJthWArOiC5bzkFYD81a9+pYsuukgnnHCCJKmtrU0PPfRQQRcWNva9GcE1J/uH6aYZnh6QAIDKRAYkkB8SIAEAyJ9hGIpEUmE4q9ejG1OwbebPn6+bbrpJY8aM0bZt2yRJ27dv189//nOCkJ1gCE129oBsugCbYwQAKBZ6QAJ58SvB5oN1AACCswKLfiXYpmnaApDhK1jO+SdasGCB7rvvPs2dOze94Rg8eLDuueceLVq0qOALDAt7n0OGk7jQ0BwAUELuJwxPHCAYv/0Z1w8AAMFlApDeEuxkMun5vjDJOQD53nvvacqUKZ7XDz/88HRGJLyYgp0dAVkAQCl5Hjs8h4BAfC8VLh8AAAKzejv6ZUDaX6MHpKR9991XmzZt8ry+Zs0aNTU1FWRR4WSfgl3GZVQg370sm1kAQInwyAGC8R1CU4Z1AABQrTorwXYGIMmA1Iknnqg5c+bo2WeflWmaWrt2rRYvXqyrrrpKp59+ejHWGAoRMiCzYjMLACgl93OHxzIQjO+lwgUEAEBgVm9HvxJs+2thDEDmnNN5zTXXaO7cubryyiuVTCZ13nnnKRaLaebMmfrKV75SjDWGgv3NDts0J/9yHo4SAKA4eMIAeeLiAQCgWzIl2N4p2GHPgMw5AFlbW6tbb71V119/vd5++23V1dVpxIgRamhoKMb6QsPdA9LM/q09jl+skf0tAKBoXA8ZKhOAYPz6dnP1AAAQXE8uwc45APnOO++kfz1w4EBJ0vbt27V9+3ZFo1ENGjRIEZocejgDkCIAaeP7xo/dLACgSHjEAIVD/B4AgOCswGI87leCHe4p2DkHII8//vhOMwWi0aiOP/543XDDDerXr1+3Fhcm9mMWiRjyJtv2XAxUBACUFj0ggXxEuFYAAOgWK7CYTPplQNID0uHuu+/WLbfcopNPPlmTJk2SYRh66aWX9Ic//EGzZs1SS0uLHnnkEd1222266aabirHmquQuwUaG7xCakByjT08fqaf/ullXnjOu3EsBAHRwP2IMPvYCggnxng0AgFIIWoIdiRCA1K9+9St973vf0/Tp09OvnXjiiZo2bZqWLl2qO++8U1OnTtW//uu/FnSh1c6RAck+zSHM+9ZzZxykM44+0LdnEgCgPDx3ZG7RQCBUrQAA0D2ZEuzOA5CxWM7huoqXc7PGv/71r5o6darn9cmTJ+vPf/6zJGn//ffXjh07ur+6ELFvzvik2Mm3oXmIDhHBRwCoMJ4MSABB+G5puIAAAAis8xJs+xCa8M1Wyfkn6t27t5YtW+Z5/emnn04fyGXLlmm//fbr/upCxB50ZJ/WNY4RAKBYPCXXPHSAQHzb5pRhHQAAVKtoNJXZyBTsAL7whS/o+uuv17x58zRixAjV1NRo8+bNWr9+vS6//HK1tbXpuuuuo/+ji73s2qAG28F/CjbHCABQJPSABPLie6WwZwMAILDOp2DTA9Lh0ksv1fjx4/X444/r3XffVUtLiw4//HDNmTNHxx57rCRp6dKlOvzwwwu+2GpGD8js/I4HhwgAUCzuZwzxEyAg9mwAAHRL0CE0YewBmddPNGnSJE2aNMnz+l133aWrr76a4GMX6AHpQj8hAEAJ8RgG8uOXLczlBABAcLFY0B6QZEBKkt544w2tXr1ara2t6dfeeecdPfzww7r66qsLtrgwcZRg887HgX5CAIDScj5leCwDwTCEBgCA7rFKq/2nYMc93xcmOQcgly1bpuuuu07JZFKGYcg0TUlSU1OTLr744oIvMCwowc7OtwSbd4MAgCJxP2LoAQkE49u2m+sHAIDAgpZgMwVb0oMPPqjvfOc7WrVqlWpqarRu3TotXLhQEydO1MyZM4uxxlBwTMEmuObC8QAAlA5PHSA/7GEBAOgeq7ejfwl20vN9YZLzT7R161bNnDkzvQGJRCKaNGmSIpGIvv3tb2vevHkFX2QYWPs1tm1eDKEBAJSUQQk2kA/fCmyuHwAAAsuUYHunYNuDkmHsAZlzBmRtba127dolSerVq5fef/99SdL48eP18ssvF3Z1IWLtzfjk2Mv3mHCYAABFwqMYyBPXDgAA3WKVVvuVYNuDkmHsAZlzAHLatGm6/PLLtWfPHo0fP14TGQ9LAAAgAElEQVQ333yzVq9erUceeUR9+vQpxhpDwQqy8abHi35CAIBScj9h+HAQCCbiNziQ6wcAgMCs0mp7ubUl7FOwcw5AfvOb31RTU5NisZjmzJmj5cuX6/zzz9cdd9yhWbNmFWONoWDtzfw2bj0d5TwAgFJyf8jFIwcAAAClkBlC4y3BDnsAMucekAMHDtQDDzwgSRo7dqz+8Ic/6I033tCwYcM0cODAgi8wLMiAzI5PzgEAJeVJgSzLKoCq458BWYaFAABQpazSar8SbHsPyFgsfAHInDMgzz33XMfve/furQkTJhB87EJ6CA27NA/fEmwOEwCgSIg/AoXD9QMAQHCZEmy/HpCZ1+gBKam1tVWvvfZaMdYSamRAZucXlKUHJACgaLxNIMuyDKDa+F4qXD8AAARmDaGxZztaKMF2mTlzpq655hpNmzZNw4cPV01NTfprhmFo5syZBV1gWETSGZDlXUcl8t/MlnwZAIAegh6QQH78PzQGAABBWZmN9mxHiz0oSQBS0s033yxJeuONNzxfIwDZNUqwvdjMAgBKyf3Y4dEMBON7qXD9AAAQWGcl2M4MyJzDdRUv55/olVdeKcY6Qi+SLsFml+ZGBiQAAEDl40NjAAC6JzMF268HZNzzfWGScw9Iy5YtW7RixYpCriXUrP1ahF2ah1+/R3pAAgCKxZsByTMHCMR3cCDXDwAAQWUCkHHP15wZkHmH6ypWzj/Rhx9+qM997nM68cQTddlll0mStm3bpjPOOEPvvvtuwRcYFgYZkFkxBRsAUEr0gATyw7UCAED3WD0g/TIgk8lk+tdkQEq65ZZbVFtbqyVLligSSf3xPn366JBDDtGtt95a8AWGhbVhI7DmFeGgAABKyTMFuyyrAKoOH6QDANA9sVj2ACQ9IF3+9Kc/6be//a0GDx6c3oTU19frP/7jP3TSSScVfIFhYR0rgm3BsMEFABQL8UcgP1StAADQPfSAzEF7e7v23Xdfz+v19fVqb28vyKLCiM1Zdr6b2dIvAwDQU3gikDx1gCDYswEA0D2dlWA7MyAJQOqggw7SU0895Xl98eLFGjVqVEEWFUaZHpBlXkgFIisUAFBK9IAE8uM/JJArCACAoGKxVCGyfw/IcAcgcy7B/tKXvqSvfvWrevLJJ5VIJHTjjTdq7dq1WrVqlX70ox8VY42hkJmCzSbNg3IeAEAJeaZgl2cZQPVhzwYAQLcEmYJtGEZ65kqY5PwTnXTSSXrwwQeVTCY1YsQI/f3vf9ewYcO0aNEinXzyycVYYygwBTs7/2PCcQIAlAiPHCCQ8L0VAgCgtKLR1NPUvwdkouN7wpf9KOWRAblixQodddRROuqoo4qxntCyYmzEH70ifJoOACghbwYkDx0gEJ8NGns2AACCs6ZbJxJJz9esEuywBiBz/iDzkksu0fHHH697771XW7ZsKcaaQqmpV23qfxtry7ySyuOXAcleFgBQPK4ekDx0gEB8PzRm1wYAQGBWcNE+8dpiZUWGNQCZcwbkU089pWXLlmnZsmW67777NGnSJJ133nk65ZRT1NDQUIw1hsIJH99fNTURHTlmULmXUnF8t63sZQEARcIjBiggLigAAAKzgov2gTOWTAAy51BdVcg5A/LAAw/UVVddpaefflqLFi3SoYceqjvvvFPHHHOMrr/++mKsMRQa62t02pQDtP+g3uVeSsXxyzzh03QAQLF4SrBJgQQCoWoFAIDuyZRg+/WAjHd8Tzi7Lnfrpxo/fry+9a1v6e6779aECRP06KOPFmpd6EF83/ixmwUAAKgovls29mwAAATWWQl2Mpl0fE/Y5J3XuXbtWj3xxBN68skntW3bNk2fPl133XVXIdeGHoIZ2ACAUnJ/8EUABQjGv0KFCwgAgKCs7EbTNGWapmNfamVFRiIEICVJP/zhD/XUU09p06ZNOvzww/WFL3xBp59+uvr371+M9aEH8C3nYS8LACgSHjFAftifAQDQPfb+jolEQrGY8/eSHK+FSc4/1WOPPaYzzzxTZ599tg466CDH1xKJRGhTRVE8/ptZdrgAgCJx94AszyqA6kMJNgAA3WKPmcXjcVcAMu75njDJOQD5zDPPeDLWtm3bpkWLFumXv/yl/vznPxdscegZyIAEAJSS57nDQwcIhCGBAAB0jz246B5EQwm2i33T/uKLL2rhwoX6/e9/r759++r8888v6OLQM0SYQQMAKCH3M4ZnDhAMQ2gAAOgee8ZjMukfgAzrFOycA5Ctra167LHHtHDhQr3yyisyDENz587VZz7zGdXW1hZjjQg5pmADAErJ89jhmQME4r9l4wICACCoSCQTXHRPwk4kUlOww9oDMnBYdfPmzbrllls0ffp03X777Zo8ebIef/xx9e7dW8cddxzBR+SNzSwAoJx44gDB+O7PuIAAAAjMWYKddHyNHpAdTj31VE2dOlVz587VKaecQsARBUMGJACglNzPHd/nEAAPtmwAAHRPT+4BGTgDctCgQdqwYYPWrVunLVu2FHNN6GHoAQkAKCWeMUDhEMAHACA4v6nXmd9bPSDDGYAMnAH5hz/8Qb/73e+0cOFC/exnP9MnPvEJnX/++TJNs5jrQw/gOwW7DOsAAPQQDMEG8hLhYgEAoFvs2Y3HHjtV++8/PP37devWSJJisXAGIANnQEajUZ122mlasGCBHn30UQ0fPlxz587Vrl279F//9V/avHlzMdeJEPPdy7LBBQAUibuPHU8cICB38L48qwAAoGoNHDgo/esdOz7SunVr0v9nCWsJdl6jdQ477DB9//vf19e//nUtXrxYixYt0qJFi3TsscfqgQceKPQaEXJkQAIAyounDhCEZ8/GpQMAQE4mT56iG2+8WevXr3O8vmTJIrW3t0uSXnrpxXIsrei6Ndu7X79++rd/+zd96UtfSpdnA7ny7QHJhhYAUCSeGArPHCAQ96XiOxUbAABkZRiG/u3fvux5/dvfvkGHHjpSkjR8+IhSL6skApdgd/qXRCI69dRTNX/+/EL8dehhaF4OACglnjpAfgjeAwBQHAMG7KOHHvqZ9ttvqL72tW+WezlF0a0MSKAQ/DavBCUBAEXjesbwyAGCYX8GAEDxfPrT5+nTnz6v3MsomoJkQALdwWYWAFBKlJEC+eFKAQAA+SIAibJjCDYAoKS8EUgAAVCCDQAA8kUAEmVnGN7cE7JRAADFQvwRyJMn4sjVAwAAgiEAiYrgKcNmPwsAKBL3M4csLiAYT/iRawcAAAREABIVgfgjAKB8eOoAQbBfAwAA+SIAiYoQibCjBQCUBn3sgPx4WuRw7QAAgIAIQKIieD9RZ0cLACgOnjBAftivAQCAfBGAREWgHxcAoGR45gB5oWc3AADIFwFIVAR3BTYAAMXinePLQwjIB1cOAAAIigAkKoL7zR/ZKACAovFGIAEE4GnZzbUDAAACIgCJikBPIQBAqRB/BPLkiThy9QAAgGAIQKIieHoKAQBQJN6+wzyDgCBoAQkAAPJFABIVgZIeAACAysb2DAAA5IsAJCoC2ScAgFKxP3J4+gDBebOHy7QQAABQdQhAoiKwgQUAlIqjzzDPHyAw9msAACBfBCBREejHBQAoFWcGJM8bICjPCBr2awAAICACkKgInh6Q5VkGAKCHIX4CBEfAEQAA5IsAJCqCZ0PL/hYAUCTEUIDC4FoCAABBEYBERSD+CAAoFXvZNQEUIDj2awAAIF8VHYBct26dLr74Yn384x/XMccco2uvvVYffvihJOn555/XZz7zGU2cOFGnn366HnvssTKvFt3hzYBkSwsAKBJ6QAJ5Yb8GAADyVbEByHg8rssvv1wf+9jHtHz5cj3++OP68MMP9d3vflfvv/++rrzySl1wwQV6/vnn9a1vfUtz587V6tWry71s5MkzhKZM6yi0rVu36o9//H96552t5V4KAKCDkfU3ADrjGUJTllUAAIBqFCv3ArLZtm2btm3bprPPPlu1tbWqra3VSSedpHnz5mnZsmU68MAD9ZnPfEaSdPTRR+v444/XkiVLdMQRR5R55ciHZwhNCHa0ixYt0vPPv6BotEbPPvuMxo//mM4557xyLwsAYPj+EkAX6NkNAADyVbEByMGDB+uwww7T4sWLdfXVV6ulpUW/+93vdNxxx2nt2rUaO3as4/vHjh2rJ598Mqd/IxIxFHFHvoosGo04/hcpEdeGNhaLKBar3mP03nvv6qWXXlKvXr2UTJqqqYlpzZqVOvroozVs2LByLw8FwLUcfpzj8IrZzqlhqKqfN+gc13GBubbNEcOoiOuH8xxenNtw4/z2DO7zbD/f0Wh1v+9Hbio2ABmJRHTPPffokksu0cMPPyxJmjx5sr761a/qyiuv1ODBgx3f369fP23fvj2nf2PAgEbvJ7kl0rdvQ1n+3Urlvuk0NfVS//6NZVpN9/3tbxtVV1enaDSafq22Nqp//GOzxo0bU8aVodC4lsOPcxw+vRvr0782DKOqnzcIhuu4MOKJpOP3kUhlXT+c5/Di3IYb57dnsM5zwna++/RtqKjnCIqrYgOQbW1tuuKKK3Tqqafqiiuu0J49e/S9731P1157bcH+jQ8/3F2WDMi+fRu0Y8deJVybuJ4smTQdv9+xY696xaq3rmfYsAPV2vo7RaM16Z9t7969Gjx4uLZv313m1aEQuJbDj3McXrv3tDp+z305vLiOC8u9XzOTZkVcP5zn8OLchhvnt2dwn+edO/amv7Zzx15FK+A5gu4LEkiu2ADk888/ry1btugrX/mKotGo+vTpo9mzZ+vss8/W9OnT1dzc7Pj+7du3a8CAATn9G8mk6dlIlUoikVQ8zk3W4g41VvvxGTJkP02cOFHLl7+gWKxGra1tmjDhYxo8eL+q/rngVe3/raJrnOPwcT/7Ob/hx3VcGEnTFYBUZV0/nOfw4tyGG+e3Z7DOsz3YzLnvWSo2AJlIJJRMJmXaNjptbW2SUkNnHn30Ucf3r1mzRhMmTCjpGlE4YZyCfcEFF2jcuIl69dVXdfDBozV0KL0fAaAS2J8xYRh6BpSKZwo21w8AAAioYrt9HnnkkerVq5fuuece7d27V9u3b9f999+vT3ziEzr77LO1detWLVmyRK2trfrjH/+oP/7xj5o5c2a5l408eTawIdnRDhs2TMceexzBRwCoUEYoPvICSiOMHxgDAIDSqNgAZP/+/fXTn/5UL730ko499lidccYZqq+v1x133KF99tlHDz74oBYsWKBJkybp+9//vm77/+3de3AV5f3H8c8J4SYQLqJVKK2IBExCINzkokBQqFVAIIH6hyJXEQqORYFUKiodYSjTiqFU64zaVhFtpJEyLWJrBAYUAW0kidyCrYEkRWgS7rlAnt8f/BKzuXHOJnvOnpP3a8YxOZuc8+x+5+HZ/eTZZ9esUe/evQPdbNjECS0AwF8sQw4DDuATztgAAIAdrr0FW5JiYmL05ptv1rpt0KBB2rx5s59bBKdUfxYQp7MAAOd4avkKgDc8Hk/lEkkhcsMKAADwA9fOgETTUn0GJFeEAACneFgEErCNLgMAAOwggIQr1MwfObsFADiDO7AB+6qesxFGAgAAbxFAwhVqrAHJCS0AwCkEKEADVF3CgA4EAAC8QwAJV6i+BiQAAE4hNAHs4yFOAADADgJIuELNGZCc0QIAHGKZAcl4A/jGVH5F7wEAAN4igIQrcP0HAPAXJnAB9qSmbtLlsrLK78+fPx/A1gAAgGBCAAlXYA1IAIC/cAsp4Lu8vFwdOJBu6T8lJcXKy8sNXKMAAEDQIICEK9R8CjYAAE7x1PIVgPocPXpELVq0sLzm8XiUnX00QC0CAADBhAASrhBWI4HkkhAA4Iww1oAEfNazZ6RKS0strxljdNttPQPUIgAAEEwIIOEK1S//uBwEADiGQQbwWZcuXRUb208y3z2EplWrVurSpWsAWwUAAIIFASRcocYMFC4OAQAO8XALNmDLpEkJatmyZeX3ERERAWwNAAAIJgSQcIWwsGoPoQlQOwAATQAPoQFsa9asWeXXdB8AAOAtAki4Qs0lIDmlBQA4w5o/Mt4AvuAp8gAAwA4CSLgCgSMAwF8s+QnDD+AT8kcAAGAHASRcIYyHYAMA/IVBBrDNwxRIAABgAwEkXKH6DEhOZwEATrHOgGTEAXxSpcvQfQAAgLcIIOEKNU9gOaMFADij6pjDaAP4JqxKB6L/AAAAbxFAwhWqPwSAv6gDAPyC8Qawj/4DAAC8RAAJV6i+BiQAAE7xMIMLsM06g5geBAAAvEMACVeosQYk57MAAH9gwAF8Ygkd6T4AAMBLBJBwherXf/xFHQDgFDJHwD76DwAAsIMAEq5Q4ymknNwCABxS9Y9cDDeAb3iIEwAAsIMAEq5QfQ1ITmgBAI6pGqAw4AA+sQT49B8AAOAlAki4AmtAAgD8hSEGaABPnd8AAADUiQASrlAzcOSEFgDgEMsMSMYbwBeWp8jTfQAAgJcIIOEKzIAEAPgLa0AC9nnq+BoAAKA+BJBwBQJHAIC/eEhQANvoPwAAwA4CSLhCGDMgAQABwHAD+MZyCzY9CAAAeIkAEq5QPXDkhBYA4BQPa0ACtvEMGgAAYAcBJFyhxgUgJ7QAAIfwRy7APkuAH7hmAACAIEMACVcgfwQABAITIAFf8RAnAADgOwJIuELNNSA5pQUAOIMhBrAvzPIQGjoTAADwDgEkXIHzVwBAIPAHL8BH3IINAABsIICEK3i4nQcA4CdhHsYcwC7WUAUAAHYQQMIVLBNQOK8FADiJMQewzfoU+cC1AwAABBcCSLiCdTYKZ7MAAOdY80fGHMAXhI4AAMAOAki4An9NBwD4TdU/ejHmAD7xWPoPHQgAAHiHABKuwAksAMBfGHEA++g/AADADgJIuAIzIAEA/sKYAzQA/QcAANhAAAlXCOMpNACAgGDMAXzh4SnyAADABgJIuIKH9bgAAH7CmAPYZ+kydCAAAOAlAki4guV2uMA1AwDQBDDnHrCPGZAAAMAOAki4gocEEgDgL4wzgG2eOr8BAACoGwEkXMGaP3I2CwBwjmUGJLeQAj7hnA0AANhBAAlXqPoQGiMTwJYAAEIet5ACtrGGKgAAsIMAEq5gOYElfwQAOIhbSAEAAAD/IoCEK3gsMyABAHAOD6EB7Auj0wAAABsIIOEKVWdAGhJIAICTqq5hxz2kgG9YwgAAANhAAAlXsKwBSQIJAHAQD84A7OMhTgAAwA4CSLgC568AAH+xPMWX8QfwCaEjAACwgwASrmCdARnAhgAAmhjCFMAXBPgAAMAOAki4gmUNSB5DAwBwUNUZXAQogG/oMgAAwA4CSLiCx5pAAgDgF4QpgG+sAT49CAAAeIcAEq5A/ggA8BdLZkJ+AthG9wEAAN4igIQrhPEXdACAn1jzR8YfwBcE+AAAwA4CSLgCt/AAAPyGNSAB2yy3YAewHQAAILgQQMIVigoLAt0EAEATQWgC2GedAUlvAgAA3gkPdAOA1NRN2pN5QmreJ9BNAQA0BVUyE/ITwDfcgQ0AAOxgBiQCKi8vVwcOpKtFixY1XgcAwAlhLGIH2McSBgAAwAYCSATU0aNH/j98tD77Ojv7aGAaBABoUghQAN+E0WcAAIANBJAIqJ49I1VaWlpj/sltt/UMSHsAAKGvauhIlgIAAAA4jwASAdWlS1fFxvZTSUlJjdcBAHCCp85vAFxLmOUWbDoQAADwDgEkAm7SpATd9+P7A90MAECTUSVAIYEEfMMMYgAAYAMBJFyhc+fOgW4CAKCJ8PAUbMA2ZhADAAA7CCDhClwAAgAAuF/V2645fQMAAN4igIQrsIYQAMBfmAEJ2Oep5zsAAIC6EEDCFcI4fwUA+ImHNSAB2ywzIOk+AADASwSQcAVmQAIA/MZTx9cAro2H0AAAABsIIOEK5I8AAH8hfwTs4yE0AADADgJIuAIzIAEA/mIZchh/AJ9YH0JD/wEAAN4hgIQrcP0HAPAfnuIL2OVhCjEAALCBABKuEEYCCQDwEw9r2AG2WWdAAgAAeIcAEq5A/ggACAjGH8AndBkAAGAHASRcgTWEAAD+Yp0ByfgD+KRq/6H7AAAALxFAwhU4gQUA+EvV0JHxB/BNGM+RBwAANhBAwhVYAxIA4DcMOYB9zIAEAAA2EEDCFTiBBQD4i2X+FuMP4BMe4gQAAOwggIQreLgCBAD4iXXMYfwBfOFhCiQAALCBABKuwPkrACAQGH8A3zADEgAA2EEACVdgDUgAgD95qv0fgHeYQAwAAOwID3QD6rJv3z7NnDnT8poxRmVlZTp8+LA+/fRT/frXv9bXX3+tm2++WXPnztWECRMC1Fo0FPkjAMCvPJKMCFAAH1meIh/AdgAAgODi2gBy0KBBysjIsLz2yiuv6NChQ/r22281f/58LVu2TOPHj9fnn3+uefPmqXv37urTp0+AWoyGYA1IAIA/VeSPly5eDHRTgKBivQWb8zcAAOCdoLkFOy8vT2+88YaWLFmiLVu26JZbblFiYqJatmypYcOGafTo0UpJSQl0M2ET+SMAwF9SUzepvLxcknT48CGlpm4KcIuAIMIt2AAAwAbXzoCs7qWXXlJCQoK6dOmirKwsRUVFWbZHRUVp69atPr1nWJhHYWH+PXNq1izM8n9c1Ty8meX78PDgPj7UOfRR49BHjUNTbm6usrK+lCd8hIyk8PBmysz8UsOGDVPXrl0D3Tw0Mvpx4wsP++5YNgvzuOKcjTqHLmob2qhv01C9zlXr3axZmCvGEfhHUASQJ06c0IcffqgPP/xQklRUVKTvfe97lp/p0KGDCgsLfXrf669v22ht9FVEROuAfbYbdezYRlt+/UCgm9HoqHPoo8ahjxqHls8/z1FERFv1b/Zl5WtXWrXVyZPHFRMTGcCWwUn048bzaEJfPZrQN9DNqBV1Dl3UNrRR36ahos4d77xD3bOyAtwaBEJQBJAbNmzQ2LFjdcMNNwS6KQAAIIjdc889uueeewLdDAAAAKBJCYq5rtu2bdPo0aMrv+/YsaOKioosP1NYWKhOnTr5u2kAAAAAAAAA6uH6APLgwYPKzc3V8OHDK1/r06ePMjMzLT+XmZmpvn3deTsIAAAAAAAA0FS5PoD86quv1KFDB7Vt+916jePHj1dubq5SUlJUUlKiHTt2aMeOHZo6dWoAWwoAAAAAAACgOtcHkKdPn66x9uP111+v3//+93rrrbc0YMAArVy5UmvWrFHv3r0D1EoAAAAAAAAAtfEYY0ygGwEAAAAAAAAgNLl+BiQAAAAAAACA4EUACQAAAAAAAMAxBJAAAAAAAAAAHEMACQAAAAAAAMAxBJC1yM3N1U9/+lPdcccdGjZsmJKSknT27FlJ0sGDB/XQQw9pwIABGjt2rF5//XXL7/7973/X+PHjFRcXp8mTJ2vXrl2V2370ox+pT58+lv969+6t1NTUOtvy6aefKjExUf3799f999+vv/71r5XbZs6cWeP9br/9dv32t79t5CMSmtxUZ2OMXnvtNcXExGjjxo2WbeXl5XrxxRd19913a9CgQZo1a5aOHz/eiEcitDlV5+LiYq1YsUIjRoxQ//79NWXKFH3yySf1tqW+/ixJFy5c0FNPPaVevXrp2LFjjXQEQlsw1bfCyZMnFRcXp3Xr1jVw70NfsNSX8bhh3FRnxmPnOFXn8+fPV9Y5Li5OCxYsUEFBQb1tqe/9JOn06dOaNWuWevXqpZKSkkY6AqErmGpbISsrS1FRUfrLX/7SwL1vGoKlxnauw3CVm2pcVlam1atXq3fv3tq5c6dlW0lJiZYvX64RI0bojjvu0OOPP67CwsJGOgpwnEEN48aNM0lJSeb8+fMmPz/fTJ482Tz99NPm0qVL5q677jLr1q0zFy5cMJmZmWbw4MFm27ZtxhhjvvrqKxMTE2O2b99uiouLzebNm03fvn1Nfn5+rZ+Tk5Njhg4dak6dOlXr9pMnT5p+/fqZlJQUU1xcbHbv3m1iY2PNgQMHav35M2fOmOHDh5tDhw41zoEIcW6pszHGzJkzx8yePdsMHTrUvP3225Ztf/rTn0x8fLzJzs42586dMytWrDDjx4835eXljXcwQphTdV69erUZP368yc/PN2VlZWbDhg2mb9++5vTp07W241r9+b///a8ZO3asWbJkiYmMjDTZ2dn+OUBBLljqW9WCBQvMgAEDTHJysnMHJkQEY32NYTz2lVvqbAzjsZOcqvPPf/5z88ADD5icnBxz7tw5k5SUZObMmVNnO671focOHTIjR440ixYtMpGRkaa4uNj5gxPkgqW2Fa5cuWISEhLMgAEDzKZNm5w7MCEk2GpcwZvrMFzllhpfuHDBJCYmmqSkJBMZGWl27Nhh2b5q1SozefJkk5eXZwoLC82CBQvM3LlznTswaFTMgKzm7NmziomJ0ZNPPqk2bdropptu0qRJk7R//35t375dZWVlmjdvnq677jpFR0drypQpevfddyVJKSkpGjlypEaOHKmWLVtqwoQJioyMrHMWzAsvvKCZM2eqc+fOtW7fsmWLbrnlFiUmJqply5YaNmyYRo8erZSUlFp/fu3atRozZox69erVOAcjhLmpzpLUr18/vfrqq2rVqlWNbe+++66mT5+uHj16qG3btvrZz36mY8eO6csvv2ycgxHCnKxzVlaW7rrrLt10000KDw9XQkKCLl26pH//+9+1tuVa/bmwsFCLFy/WwoUL/XNwQkAw1bfCjh07lJ2drVGjRjl6bEJBMNa3AuOx99xUZ4nx2ClO1jktLU0zZsxQt27d1LZtWy1btky7du3SyZMna23Ltd6voKBAv/nNbzR16lT/HJwgF0y1rbBx40a1a9dOt99+u7MHJ0QEY40reHMdBnfV+OLFi0pISNCqVatqbLt8+bLee+89zZ8/XzfffLM6dOigJ554Qtu3b6/z/eAuBJDVREREaNWqVZZ/pPLz8wBfWP0AAAwpSURBVHXjjTcqKytLvXr1UrNmzSq3RUVFKTMzU9J3U/mrioqKUkZGRo3P2bNnjw4ePKhp06bV2Za63q/i86r65ptv9P777xNeeMlNdZak+fPny+Px1Hi9uLhY2dnZls9r27atfvjDH9b6ebByss7x8fFKS0tTTk6OSkpK9N577+nGG2+s8TsVrtWfe/furXvuuafhO92EBFN9pe9uB3322WcVHh7esJ1vAoKtvhUYj33jpjpLjMdOcfq8q2rNWrdurebNm+vQoUO1tuVa7zd06FD179/f5p42PcFUW0k6deqU1q9fr2eeecbG3jZNwVbjCt5eh8FdNe7cubMefPDBWrfl5OTo3Llzio6OrnytR48eatWqlbKysnzYYwQKAeQ1ZGRk6K233tK8efNUVFSkiIgIy/YOHTqoqKhI5eXlKioqUvv27S3b27dvX+uaBK+88opmzJihFi1a1PnZdX1ebe/36quvKiEhQZ06dfJl9/D/Alnn+pw5c0bGGK8/D/VrzDpPnz5dsbGxGjNmjGJjY5WcnKwXX3xR1113Xa2f7Ut/hj1ur+/69evVr18/DRkypDF2t8lxe30rMB43TCDrXB/G48bVmHWOj4/Xa6+9phMnTujixYtKTk6WMUZnzpyp9bN9OY+D79xe21WrVmnKlCm69dZbG2N3myS317hCQ6/DmrJA1rg+RUVFklSjPREREfwbHiQIIOvx+eefa9asWXryySc1bNiwOn+uaqJvjLnm+x45ckTp6emNdmtHUVGRNm/ezF93bAqGOnvzeahfY9f5d7/7nQ4dOqStW7cqPT1dS5Ys0WOPPaa8vLxGbTe84/b6ZmdnKyUlRUlJSbZ+v6lze30rMB43TDDUmfG44Rq7zklJSerVq5cSExN13333qVOnTurWrVu9M82pozPcXtvdu3crPT1d8+bNu8aeoC5ur3GFxr7ebkrcUONr4d/w4EUAWYe0tDQ9+uijevrppysvJDp16lQjWS8qKlKHDh0UFhamjh07VqbyVbdXnwXxwQcfaMiQIZa/wO/bt8/ytK7c3Nxa36+wsLDG+3300Ufq3r27unXr1uD9bmrcUOf6VHxmbZ93/fXX+7y/TZUTdX7zzTc1e/Zs3XrrrWrdurUSEhL0/e9/X9u2bWtQf4bv3F5fY4yee+45LVy4UDfccIODRyI0ub2+VTEe2+eGOteH8bhxOFHn9u3b61e/+pX27Nmj7du3a9q0aZW3Dr7//vuWOkvy+jwOvnF7bUtLS7VixQotX7681jVecW1ur3FVtV2H4drcUOP6VLxn9c87c+YMY3GQYBGqWnzxxRdaunSpXnrpJd15552Vr8fExGjjxo26fPlyZWKfkZGhvn37Vm6vvh5URkaG7r//fstrH330kRITEy2vDRo0qMbaFX369NGmTZssr2VmZlZ+XtX3Gz58uI09bdrcUuf6tGzZUj179lRWVpYGDx4s6eoiwTk5OYqNjfV+Z5swp+pcXl6uK1euWLaXlpZKalh/hm+Cob55eXnat2+fjh49quTkZElXF9gOCwtTWlqaUlNTG3oYQlYw1LcqxmN73FLn+jAeN5xTdd63b59atmxZWYf09HRduXJFUVFRGjhwoCZOnGj5XW/P4+C9YKhtenq6vvnmGy1durRy2/nz55WZmal//OMfevnllxvpaISmYKhxVbVdh6F+bqlxfbp166b27dsrKytLXbt2lXR1tmtpaaliYmLs7zz8x49P3A4KZWVl5sc//rF55513amwrKSkx8fHxJjk52Vy8eNGkp6ebgQMHmo8//tgYY8zhw4dNnz59zMcff2yKi4tNSkqKiYuLM99++63lPaKiokxaWto123L69GkTFxdn/vznP5vi4mKzfft2Exsbaw4ePGj5uVGjRpk333yzYTvexLipzlXFx8ebt99+2/La22+/bUaNGmWys7PNuXPnzDPPPGMSEhJ83+kmyMk6JyUlmYkTJ5qcnBxTUlJiUlNTTXR0tDl27FitbfG2Px8/ftxERkaa7Ozsxj0YIShY6nv58mWTn59v+e/xxx83K1eutPy7AatgqW9VjMe+c1Odq2I8blxO1jk5Odncd9995tSpU+b06dMmMTHRrFy5ss62eHMeZ4wxe/bsMZGRkaa4uLjxDkQICpbalpSU1BiLp06dat544w3zv//9z5FjEyqCpcZV22TnOqwpc1ONq4qMjDQ7duywvLZmzRozadIkk5eXZwoKCszcuXPNwoULG3YA4DcEkNXs27fPREZGmpiYmBr/nThxwhw+fNg8+OCDJiYmxowaNcps2LDB8vvbtm0zY8eONdHR0eaBBx4we/futWw/efKkiYyMNAcOHPCqPXv37jUTJkww0dHRZuzYsWbbtm01fiY6Otps3brV/k43QW6q8969eys/OzIy0kRFRZmYmBgzY8YMY4wx5eXl5qWXXjJDhw41sbGxZs6cOSY/P7/xDkYIc7LO586dM88//7wZMWKEiYuLM5MnTzbbt2+vtz319ef169ebmJgYEx0dbSIjI010dLSJiYkx69evb9yDEkKCqb7VLV261CQnJzfsAIS4YKwv47Hv3FRnxmPnOFnn4uJi89RTT5n+/fubwYMHmxUrVpiSkpJ621Pf+y1btswyHle0MzU1tXEPSogIptpW99BDD5lNmzY17AA0AcFWY1+vt+GuGqemplrG4opromXLlhljrgaizz33nBk0aJCJi4szixYtMmfPnnXmwKDReYxhBU8AAAAAAAAAzuAhNAAAAAAAAAAcQwAJAAAAAAAAwDEEkAAAAAAAAAAcQwAJAAAAAAAAwDEEkAAAAAAAAAAcQwAJAAAAAAAAwDEEkAAAAAAAAAAcQwAJAAAAAAAAwDEEkAAAAAAAAAAcEx7oBgAAACC0Pfzww9q/f7/Cw6+eejZv3lzdu3dXfHy8HnnkEbVr187r93r55Zc1Z86cyvcCAACA+zEDEgAAAI679957lZGRoYyMDH300UdavHixPvvsM02YMEEnTpzw6j0OHz6stWvX6sqVKw63FgAAAI2JABIAAAB+1bFjRw0ZMkSvv/66brjhBi1fvlyS9J///EePPfaYBgwYoLi4OE2ePFm7du2SJKWlpWny5MmSpIEDB2rt2rWSpCNHjmjOnDkaOnSo+vXrp2nTpikrKyswOwYAAIBaEUACAAAgIJo3b65Zs2bpk08+0cmTJ7Vw4UI1b95cO3fu1GeffaY777xTCxcuVGFhoUaPHq1f/vKXkqT9+/friSeeUEFBgR5++GH17NlT//znP7V7925FRUVpxowZKigoCPDeAQAAoAIBJAAAAALmtttukzFGOTk5euedd7R69Wq1adNGLVq00MSJE3Xx4kUdOXKk1t/dsmWLPB6PFi9erDZt2qhNmzZavHixysvLlZaW5uc9AQAAQF1YvRsAAAABc/nyZUlSs2bNdODAAa1fv16HDx/WpUuXKn+mpKSk1t/9+uuvVVRUpNjYWMvr5eXlys3Nda7RAAAA8AkBJAAAAAImIyNDYWFhCg8P1yOPPKKf/OQnSk5OVqdOnZSTk6MxY8bU+butWrVSjx499Le//c2PLQYAAICvuAUbAAAAAVFaWqo//vGPuvvuu3X8+HGVlpZq3rx56tSpkyQpPT293t/v3r27jh8/rjNnzlhez8nJcazNAAAA8B0BJAAAAPzq8uXL+uKLLzR9+nRdunRJy5cv1w9+8ANJ0t69e1VaWqqdO3fqgw8+kCTl5+dLklq3bi1Jys7O1vnz5zVu3Di1a9dOzz33nAoKClRaWqo//OEPGjdunI4fPx6YnQMAAEANHmOMCXQjAAAAELoefvhh7d+/X+HhV1f/8Xg86tq1q8aMGaPZs2crIiJCkrRu3Tpt2LBBZWVlGjZsmJ5//nm98MIL+vDDD/WLX/xC9957r6ZPn66jR49qypQpevbZZ3Xw4EGtWbNG//rXv3TlyhVFR0dr0aJFGjRoUCB3GQAAAFUQQAIAAAAAAABwDLdgAwAAAAAAAHAMASQAAAAAAAAAxxBAAgAAAAAAAHAMASQAAAAAAAAAxxBAAgAAAAAAAHAMASQAAAAAAAAAxxBAAgAAAAAAAHAMASQAAAAAAAAAxxBAAgAAAAAAAHAMASQAAAAAAAAAxxBAAgAAAAAAAHDM/wEQPrNNALf3RQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1600x600 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zrSTVc5AoPud"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}